Building on the goals of your LIU education and training, we will learn how the Experience Economy has already changed and will continue to change, the healthcare and new drug pricing and development model and how it is impacting generic drugs.
We will use the ICH Q10 model and adopt a system within a system framework to identify common effectiveness measures – Assurance, Availability, Adherence, and Affordability to understand how these may relate improvement of a system and development of individuals (Amgen case example). Finally, we will outline an easy to use/remember framework that we can use as a starting point in writing their a self- development plan.
Suitability & Capability of Pharmaceutical Measurement SystemsAjaz Hussain
The 21st century ushered in the Experience Economy in which Assurance is a critical patient experience that links directly to safety and efficacy of pharmaceuticals. To the only state that Assurance, in and of itself, is critical to quality, safety and efficacy would fail to emphasize its importance. Reduction of errors and external failures (e.g., Product Withdrawals, Recalls, Warning Letters, and Import Alerts) is an urgent need, and it is the need to ensure effective corrective actions and preventive actions and to improve continually. Continuous Improvement means reducing variability in a process. One can only improve a (manufacturing) process that is stable, capable and in a state of (statistical) control. In the pharmaceutical sector, we often talk about continual improvement, but we cannot objectively achieve it for many reasons that span from how we set specifications, use compendial standards, and how we “validated” our measurement systems and “control” manufacturing processes. The goals and aspirations of the FDA initiatives of Process Analytical Technology and Pharmaceutical CGMP’s for the 21st Century should have been realized with the accumulated guidance under ICH and the FDA Guidance on Process Validation (2011). This talk will discuss what it will take to realize these goals and to practice continuous improvement indeed.
Roadmap to QbD is (should be) a roadmap to adult human developmentAjaz Hussain
Our system is complex, we are in over our heads!
“Ostrich Syndrome” is holding back the Pharmaceutical Quality For the 21stCentury! Some adults continue to develop but at different rates, many do not!
Systems Engineering of Pharmaceutical Quality by Design 18 December 2017 Alb...Ajaz Hussain
Invitation by Prof. Olivier Lecoq to deliver a lecture at the School of Mines, Albi, France. The topics of interest are connected to the international world of the industrial pharmacy, so the drug development, the product and process quality, the GMP's, the international regulation, the authorities, the industries...
The talk you presented at the "International Rencontres in Pharmaceutical Engineering" in 2004 in Albi, could be an interesting idea to start with if you agree. The keywords being: PAT, FDA, pharmaceutical engineering of the 21st century!
Re-thinking Pharmaceutical Technology Continuing Education in the Context of ...Ajaz Hussain
I wonder, seriously - Does working in some of the current GXP regulated environments impede adult human development?
Anticipating a glimpse of a framework for a 21st Century Pedagogy - One Quality Voice , continually developing professionals and improving PQS – in the interest of patients and the next generation of professionals.
Sharpen your Unique Sensing Proclivity: Dissolution is a process in mind and ...Ajaz Hussain
Self-authorship bridging the Academia to Industry (A2I) Gap. The challenge in our systems asking why signifies ignorance. Perhaps until a correction is needed. But after corrective and preventive actions (CAPA) often nothing changes. Errors reoccur and we acquire an “immunity to change.”
A platform for assurance & efficiency - Ajaz at USP PCM Mumbai 2017Ajaz Hussain
Why? Assurance is a critical to quality attribute
What? The Little Secret which erodes assurance patients need
How? Rapid development, design space and real-time control; mind shift
Real World Success and Development of Pharmaceutical Professionals in the 21...Ajaz Hussain
For the Bombay College of Pharmacy Alumni Association. Their event announcement:
The 21st century has thrown new challenges for the pharmaceutical profession. Learn about professional development in this era to ensure success! Block your date and time for this exciting webinar to be conducted by our accomplished alumni Ajaz Hussain, through the association website www.bcpalumni.org
Suitability & Capability of Pharmaceutical Measurement SystemsAjaz Hussain
The 21st century ushered in the Experience Economy in which Assurance is a critical patient experience that links directly to safety and efficacy of pharmaceuticals. To the only state that Assurance, in and of itself, is critical to quality, safety and efficacy would fail to emphasize its importance. Reduction of errors and external failures (e.g., Product Withdrawals, Recalls, Warning Letters, and Import Alerts) is an urgent need, and it is the need to ensure effective corrective actions and preventive actions and to improve continually. Continuous Improvement means reducing variability in a process. One can only improve a (manufacturing) process that is stable, capable and in a state of (statistical) control. In the pharmaceutical sector, we often talk about continual improvement, but we cannot objectively achieve it for many reasons that span from how we set specifications, use compendial standards, and how we “validated” our measurement systems and “control” manufacturing processes. The goals and aspirations of the FDA initiatives of Process Analytical Technology and Pharmaceutical CGMP’s for the 21st Century should have been realized with the accumulated guidance under ICH and the FDA Guidance on Process Validation (2011). This talk will discuss what it will take to realize these goals and to practice continuous improvement indeed.
Roadmap to QbD is (should be) a roadmap to adult human developmentAjaz Hussain
Our system is complex, we are in over our heads!
“Ostrich Syndrome” is holding back the Pharmaceutical Quality For the 21stCentury! Some adults continue to develop but at different rates, many do not!
Systems Engineering of Pharmaceutical Quality by Design 18 December 2017 Alb...Ajaz Hussain
Invitation by Prof. Olivier Lecoq to deliver a lecture at the School of Mines, Albi, France. The topics of interest are connected to the international world of the industrial pharmacy, so the drug development, the product and process quality, the GMP's, the international regulation, the authorities, the industries...
The talk you presented at the "International Rencontres in Pharmaceutical Engineering" in 2004 in Albi, could be an interesting idea to start with if you agree. The keywords being: PAT, FDA, pharmaceutical engineering of the 21st century!
Re-thinking Pharmaceutical Technology Continuing Education in the Context of ...Ajaz Hussain
I wonder, seriously - Does working in some of the current GXP regulated environments impede adult human development?
Anticipating a glimpse of a framework for a 21st Century Pedagogy - One Quality Voice , continually developing professionals and improving PQS – in the interest of patients and the next generation of professionals.
Sharpen your Unique Sensing Proclivity: Dissolution is a process in mind and ...Ajaz Hussain
Self-authorship bridging the Academia to Industry (A2I) Gap. The challenge in our systems asking why signifies ignorance. Perhaps until a correction is needed. But after corrective and preventive actions (CAPA) often nothing changes. Errors reoccur and we acquire an “immunity to change.”
A platform for assurance & efficiency - Ajaz at USP PCM Mumbai 2017Ajaz Hussain
Why? Assurance is a critical to quality attribute
What? The Little Secret which erodes assurance patients need
How? Rapid development, design space and real-time control; mind shift
Real World Success and Development of Pharmaceutical Professionals in the 21...Ajaz Hussain
For the Bombay College of Pharmacy Alumni Association. Their event announcement:
The 21st century has thrown new challenges for the pharmaceutical profession. Learn about professional development in this era to ensure success! Block your date and time for this exciting webinar to be conducted by our accomplished alumni Ajaz Hussain, through the association website www.bcpalumni.org
Need and Urgency for Harmonization and One Quality VoiceAjaz Hussain
We are in the Experience Economy in which the demand for Assurance is increasing exponentially. Our quality systems are improving linearly, and we are falling behind in delivering the assurance needed by patients to realize therapeutic benefits of medicine we deliver. Industry's need to continually improve is urgent, but their ability to do so remains constrained despite the FDA initiatives. To realize FDA's vision of an agile pharmaceutical manufacturing systems ... Without the need extensive regulatory oversight, industry should be encouraged to "self-author" "performance standards" and regulators should harmonize on the global accessibility of the self-authored performance standards.
#AAPS2017 Need and Urgency for Harmonization and One Quality Voice. A. S. Hussain. Insight, Advice & Solutions LLC.
Good Regulators of Pharmaceuticals (GRP) 22 October 2014Ajaz Hussain
Sharing thoughts on what makes a Good Regulator of Pharmaceuticals with pharmacy students at the Universities of Minnesota and Iowa. A point of emphasis on "we all are regulators" is explained and three areas for learning - (a) Systems and Integrative Thinking, (b) Argumentation and (c) Behavioral Economics described.
I hope you, the viewers, will also find some value in reviewing these slides. If you are a student and have some questions please feel free to drop me a email (a2zpharmsci@msn.com).
Generic non-biological complex drugs DIA CMC Workshop 2017Ajaz Hussain
#DIACMC17
Assigned title for the talk by the organizers:“The need of conducting clinical study for assuring safety and efficacy, as well as a lack of immunogenicity for generic NBCDs”
SUMMARY
Integrated analytical, product and process development to reduce uncertainty in ‘pharmaceutical equivalence’ is the foundation on which confidence in generic drugs rests
Need to leverage the context: RLD “Prescribe-ability” and lot-lot “Switchability” is acceptable
The “sameness” mindset (as opposed to an “equivalence” mindset) poses challenges to evidence ‘synthesis” (not “piece meal” check the box ) in ANDA submissions
Integrated evidence must a priori account for posed/anticipated “legal challenges” intrinsic to the US system
Clinical assessment of Therapeutic Equivalence of generic product intended (i.e., designed) to be equivalent to RLD should only be needed in rare circumstances
When there is a need to provide assurance to non-scientists stakeholders
Currently the FDA’s GADUFA Research and efforts by many in the sector are predominantly focused on developing a “test of bioequivalence”
For most complex products such a test, in and of itself, may be insufficient to ensure therapeutic equivalence over generic product life-cycle
Part 1: FDA Trends
Background: The little secret – swept under the rug? No more!
Challenge or opportunity: Unprecedented juxtaposition – at the Tipping Point!
Questions: What consideration are needed for building your validation roadmap? Three options: Pathfinder, Standard or Emergency; what will you choose?
Part II: A higher level of confidence in quality assurance : State of Control (stability, capability with statistical confidence)
Case example: Challenges of implementing a roadmap to process capability for some currently commercialized products.
On FDA’s Guidance on Pharmaceutical Process Validation (2011)lAjaz Hussain
Connectors between Culture – Metrics – Continued Process Verification in Process Validation?
Confidence is a critical quality attribute. CGMP violations erode confidence and increase nocebo effects. Currently – “breaches in assurance of data integrity” is a global concern. Have exposed the prevailing ‘regulator heterogeneity’. Re-building ‘epistemic trust” is difficult generally; more so with US FDA. Some thoughts on how to ....
We are on a journey to make quality medicines affordable to all. In the 21st Century, this journey will be successful to the extent we recognize that quality has to be built-in by design and that it cannot be tested into products, utilize and improve a global Quality Management System (QMS), and implement science based risk assessment in our decision making. Pharmacopoeias are an integral part of this global QMS and have been setting public or market standards for medical products for many centuries. In the 21st Century, Pharmacopoeias can and should be a champion for the practice of quality by design. To do so most effectively it would be useful to recognize how, in the 21st Century, human factors help and hinder optimal development, and correct interpretation, of public or market standards in design, development, control and manufacturing decisions. To explore this aspect in this presentation, cognitive biases – blind spots or alleys – are collected and organized on topics relevant to this workshop: (a) Impurities & Contaminants, (b) Analytical Method Validation, and (c) Public/market standards and Release Testing. How to confront these biases will be discussed. Steps to help in maximally leveraging the Pharmacopoeias on the 21st Century journey will be highlighted.
Meaning making measurement maturity and management mokshaAjaz Hussain
Power without wisdom is a recipe for disaster. “Your problem is not technology. The problem is you. You lack the will to change” (The Day the Earth Stood Still (2008). “I think we need to do some very serious soul searching,” Woodcock (2020). Adequate, well-controlled, qualified by training and experience, fairly, responsibly (FD&C Act). “Only at the precipice do we evolve.” Is this our moment? Profiteers learn to be patient. Exploitation & Exploration: Bottom and Toplines, the ambidextrous. Quality is integral; warrant connects quantitative evidence with claims. Cease dependence on inspection via maturity of self, systems, & societies. You can find the way forward [to maturity] in the heart. Sense within to awaken. Dil Se! By heart.
Insights on Culture of Quality What have I Learned 22 September 2015Ajaz Hussain
Why criticality of CGMPs not widely appreciated as expected by the customer (US FDA)?
What “norms” provide reasons to rationalize cGMP deviations?
How a company can re-build lost credibility? Better option improve credibility?
Explaining the behavioral economics context of culture of qualityAjaz Hussain
Thank you for the many comments on Pharmaceutical Culture of Quality presentation. Some of you asked for more information to understand why I based the discussion in the context of behavioral economics (as opposed to, for example, ethics). This slide-deck provides an explanation for my decision to link culture of quality to the dimension of econometric and behavioral economics.
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences minAjaz Hussain
Improving Confidence in Quality of Medicines . We make two products – medicine and evidence (documents) but many forget this and do not pay attention to documentation.
Level of attention to documentation is a “canary in a coal mine”
Breaches are irrational –”System 1 thinking” and cognitive biases.
Culture of Quality is familiar to all of us – a framework proposed
Quality Metrics – great idea – very much needed; but we are not yet ready for an FDA Guidance.
We must first address our collective blind spots; be confident that process validation truly ensures complexity is sufficiently reduced and that outcomes are predictable.
Question Based Development to Quality by Design to Continued Process Verification
Does your QbD program delivery confidence in CQA’s?
Does it reduce the risk of development failure?
Does it provide a process which is stable and ‘in control’?
Does it reduce risk of GMP noncompliance?
Are we asking the right question and at the right time?
Regulatory Aspects of Continuous Pharmaceutical ManufacturingAjaz Hussain
Digital Pharma Manufacturing RoundtableKronberg, Germany, March 17 2017
A story about manufacturing two products, medicinal product and documented data, and a “little secret”
Dr Venkateswarlu Memorial Lecture 2015Ajaz Hussain
Purpose of this talk is to request you to consider the following 4 Steps
1. Strengthening the ‘Culture of Quality’ – the focus of this talk
2. Improve efficiency with confidence in controls by integrating India’s engineering and statistical know-how and technologies
3. Working together – ‘One Quality for All’ to say proudly – Made in India: Pharmaceutical Factory to the World
4. Leverage India’s Wisdom Traditions to provide leadership in setting the standards for Integrative Medicine so as to deliver a model of ‘Health Care for All’: Pharmacy to the World.
The IFPAC Session: Controlling excipient impact during the product lifecycle.
Excipients enable the delivery of actives as a pharmaceutical product. Quality by Design requires that the impact of excipient variability on finished product quality be minimized, or, as paraphrased by Tobyn: - What matters doesn’t vary, and what varies doesn’t matter.
This parallels the current practice of categorizing excipients into critical vs non-critical, the assumption being that the latter do not impact the finished product Critical Quality Attributes. This binary classification of criticality has been criticized as too simple and it is not uncommon to observe excursions in finished product quality correlating with variability of a so-called non-critical excipient. The complexity of the excipients, and the products into which they are formulated, contributes to this uncertainty. For excipients, what varies may not have mattered prior to approval, but may come to matter later in the product lifecycle, especially for continuously manufactured products with real time release.
Excipients, even if fully compliant and manufactured under GMP, represent a reservoir of special cause variability in finished product quality. By definition this can only be addressed via the Control Strategy. Risk management requires continuous multivariate monitoring of finished product and raw materials to maintain quality and model fidelity.
Visiting My Alma mater University of Cincinnati 20 April 2017Ajaz Hussain
On a recent visit to my alma mater, University of Cincinnati, I shared my thoughts in a talk entitled Epistemology and a Medicine Maker: If I Could Send a Message Back in Time? What was the message - build self-confidence based on facts and not fake news by practicing questioning how do I know what I know (epistemology) before choosing the appropriate feeling or emotional response. This practice will help to feel (build emotional state) based on facts. This practice can become your pursuit of (true) happiness. See: Epistemology necessary to break the Procrustean bed: 4+ Order of Consciousness & Pharm. Quality which posted on LinkedIn, March 23, 2016.
From Roadblocks to Roadmap 2017, with a 2020 VisionAjaz Hussain
In 2015 FDA reorganized OPS to the Office of Pharmaceutical Quality (OPQ) and added an emphasis on One Quality Voice. In 2017 novel pharmaceutical technologies, the aspirational 21st Century Cures Act, and the President-elect Trump’s Administration are juxtaposed to re-shape, perhaps radically so, the Critical Path transformation underway since the beginning of this century. How will the Nation’s life-science research priorities change? What should be the next steps to optimally integrate 21st Century Quality, Cures and the Voice of Patients? What can/should NIPTE do next? Do better? Do more -be the third leg of the stool? This report, From Roadblocks to Roadmap 2017, with 2020 Vision, reviews and reflects on strategic directions emphasized by NIPTE in 2016. It recommends ways to strengthen the Voice of NIPTE to advocate its mission more persuasively and to facilitate its members apply their full potential in the interest of the Nation.
Chemometrics, Pharmacometrics and Econometrics Dimensions_of_QualityAjaz Hussain
25 May 2012 Basel, Switzerland. A philosophical exploration - Scientific understanding and risk-based regulatory decisions on Quality by Design. How good are the scientific explanations in regulatory submissions? Scientific explanations yield understanding; quality of explanations differ.What role can Chemometrics, Pharmacometics and Econometrics play? Understanding multidisciplinary (cGMP, CMC, Clin. Pharm., Tox., Clinical, Public Health) perspectives on risk is important. Opportunities; only when the disciplinary divides are bridged. Within the regulatory realm how we set specifications and assess risk have progressed incrementally; at this rate the Vision 2020 may be expected to be visible broadly over time, by 2020?
We are defining the problem too narrowly. Our paradigm of pharmaceutical quality sifted long-ago. We have harmonized on a regulatory methodology for QbD (e.g., ICH Q8). However, with the prevailing ontological gaps (for example as illustrated in the continuing challenges posed with the current FDA’s Inactive Ingredient Database) - How good are the scientific explanations in regulatory submissions? Is quality risk-assessment - metaphysical or an epistemological category?
Educating the Next Generation Pharmacist for Industry. The Panjab University ...Ajaz Hussain
The Panjab University Pharmaceutical Science Oration 2014: Educating the Next Generation Pharmacist for Industry.
“The dream begins with a teacher who believes in you, who tugs and pushes and leads you to the next plateau, sometimes poking you with a sharp stick called ‘truth’.“
Plato, the Republic
What are the most influential ideas, concepts, and developments introduced by ‘pharmaceutical scientists’ over the last 50 years?
How have these ideas/concepts introduced into practice?
How can we improve?
Therapeutic Equivalence in Inequality and Our Quality ScorecardAjaz Hussain
I believe, and I know, that we can build and maintain effective pharmaceutical quality management systems (pQMS) when every pharmaceutical professional is empowered to contribute to improving the system they work in. A way I know to improve a pQMS from within is to illuminate paths to professional development for all to leverage “fractals” at every level and in every corner. This presentation describes my experiential learning to explain why I know so, how do I know what I know, and what you can do to verify or validate it at your level and in your corner.
The Butterfly Effect in Pharmaceutical Quality Managment System: Emergence wi...Ajaz Hussain
pQMS is a rule-based corporate system, nested within other hierarchical systems, that is built and maintained to consistently provide pharmaceuticals conforming to regulatory specifications with the assurance needed to continually reaffirm claims endorsed by public health officials to satisfy expectations of profit-seekers, patients, public, and professional practitioners
Quality assurance allows patients to accept a vulnerable position by assuming their best interests and competence of professional practitioners and public health officials
Evidence-based rules and practices curtail human irrationality
Education and training of adults is diverse and their experiences personal
Asymmetries of information, knowledge, and understanding of reality will persist (increase)
Beyond continuing education and training is adult & professional development (PD): Self-authorship to be self-assured in the increasing complexity
Need and Urgency for Harmonization and One Quality VoiceAjaz Hussain
We are in the Experience Economy in which the demand for Assurance is increasing exponentially. Our quality systems are improving linearly, and we are falling behind in delivering the assurance needed by patients to realize therapeutic benefits of medicine we deliver. Industry's need to continually improve is urgent, but their ability to do so remains constrained despite the FDA initiatives. To realize FDA's vision of an agile pharmaceutical manufacturing systems ... Without the need extensive regulatory oversight, industry should be encouraged to "self-author" "performance standards" and regulators should harmonize on the global accessibility of the self-authored performance standards.
#AAPS2017 Need and Urgency for Harmonization and One Quality Voice. A. S. Hussain. Insight, Advice & Solutions LLC.
Good Regulators of Pharmaceuticals (GRP) 22 October 2014Ajaz Hussain
Sharing thoughts on what makes a Good Regulator of Pharmaceuticals with pharmacy students at the Universities of Minnesota and Iowa. A point of emphasis on "we all are regulators" is explained and three areas for learning - (a) Systems and Integrative Thinking, (b) Argumentation and (c) Behavioral Economics described.
I hope you, the viewers, will also find some value in reviewing these slides. If you are a student and have some questions please feel free to drop me a email (a2zpharmsci@msn.com).
Generic non-biological complex drugs DIA CMC Workshop 2017Ajaz Hussain
#DIACMC17
Assigned title for the talk by the organizers:“The need of conducting clinical study for assuring safety and efficacy, as well as a lack of immunogenicity for generic NBCDs”
SUMMARY
Integrated analytical, product and process development to reduce uncertainty in ‘pharmaceutical equivalence’ is the foundation on which confidence in generic drugs rests
Need to leverage the context: RLD “Prescribe-ability” and lot-lot “Switchability” is acceptable
The “sameness” mindset (as opposed to an “equivalence” mindset) poses challenges to evidence ‘synthesis” (not “piece meal” check the box ) in ANDA submissions
Integrated evidence must a priori account for posed/anticipated “legal challenges” intrinsic to the US system
Clinical assessment of Therapeutic Equivalence of generic product intended (i.e., designed) to be equivalent to RLD should only be needed in rare circumstances
When there is a need to provide assurance to non-scientists stakeholders
Currently the FDA’s GADUFA Research and efforts by many in the sector are predominantly focused on developing a “test of bioequivalence”
For most complex products such a test, in and of itself, may be insufficient to ensure therapeutic equivalence over generic product life-cycle
Part 1: FDA Trends
Background: The little secret – swept under the rug? No more!
Challenge or opportunity: Unprecedented juxtaposition – at the Tipping Point!
Questions: What consideration are needed for building your validation roadmap? Three options: Pathfinder, Standard or Emergency; what will you choose?
Part II: A higher level of confidence in quality assurance : State of Control (stability, capability with statistical confidence)
Case example: Challenges of implementing a roadmap to process capability for some currently commercialized products.
On FDA’s Guidance on Pharmaceutical Process Validation (2011)lAjaz Hussain
Connectors between Culture – Metrics – Continued Process Verification in Process Validation?
Confidence is a critical quality attribute. CGMP violations erode confidence and increase nocebo effects. Currently – “breaches in assurance of data integrity” is a global concern. Have exposed the prevailing ‘regulator heterogeneity’. Re-building ‘epistemic trust” is difficult generally; more so with US FDA. Some thoughts on how to ....
We are on a journey to make quality medicines affordable to all. In the 21st Century, this journey will be successful to the extent we recognize that quality has to be built-in by design and that it cannot be tested into products, utilize and improve a global Quality Management System (QMS), and implement science based risk assessment in our decision making. Pharmacopoeias are an integral part of this global QMS and have been setting public or market standards for medical products for many centuries. In the 21st Century, Pharmacopoeias can and should be a champion for the practice of quality by design. To do so most effectively it would be useful to recognize how, in the 21st Century, human factors help and hinder optimal development, and correct interpretation, of public or market standards in design, development, control and manufacturing decisions. To explore this aspect in this presentation, cognitive biases – blind spots or alleys – are collected and organized on topics relevant to this workshop: (a) Impurities & Contaminants, (b) Analytical Method Validation, and (c) Public/market standards and Release Testing. How to confront these biases will be discussed. Steps to help in maximally leveraging the Pharmacopoeias on the 21st Century journey will be highlighted.
Meaning making measurement maturity and management mokshaAjaz Hussain
Power without wisdom is a recipe for disaster. “Your problem is not technology. The problem is you. You lack the will to change” (The Day the Earth Stood Still (2008). “I think we need to do some very serious soul searching,” Woodcock (2020). Adequate, well-controlled, qualified by training and experience, fairly, responsibly (FD&C Act). “Only at the precipice do we evolve.” Is this our moment? Profiteers learn to be patient. Exploitation & Exploration: Bottom and Toplines, the ambidextrous. Quality is integral; warrant connects quantitative evidence with claims. Cease dependence on inspection via maturity of self, systems, & societies. You can find the way forward [to maturity] in the heart. Sense within to awaken. Dil Se! By heart.
Insights on Culture of Quality What have I Learned 22 September 2015Ajaz Hussain
Why criticality of CGMPs not widely appreciated as expected by the customer (US FDA)?
What “norms” provide reasons to rationalize cGMP deviations?
How a company can re-build lost credibility? Better option improve credibility?
Explaining the behavioral economics context of culture of qualityAjaz Hussain
Thank you for the many comments on Pharmaceutical Culture of Quality presentation. Some of you asked for more information to understand why I based the discussion in the context of behavioral economics (as opposed to, for example, ethics). This slide-deck provides an explanation for my decision to link culture of quality to the dimension of econometric and behavioral economics.
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences minAjaz Hussain
Improving Confidence in Quality of Medicines . We make two products – medicine and evidence (documents) but many forget this and do not pay attention to documentation.
Level of attention to documentation is a “canary in a coal mine”
Breaches are irrational –”System 1 thinking” and cognitive biases.
Culture of Quality is familiar to all of us – a framework proposed
Quality Metrics – great idea – very much needed; but we are not yet ready for an FDA Guidance.
We must first address our collective blind spots; be confident that process validation truly ensures complexity is sufficiently reduced and that outcomes are predictable.
Question Based Development to Quality by Design to Continued Process Verification
Does your QbD program delivery confidence in CQA’s?
Does it reduce the risk of development failure?
Does it provide a process which is stable and ‘in control’?
Does it reduce risk of GMP noncompliance?
Are we asking the right question and at the right time?
Regulatory Aspects of Continuous Pharmaceutical ManufacturingAjaz Hussain
Digital Pharma Manufacturing RoundtableKronberg, Germany, March 17 2017
A story about manufacturing two products, medicinal product and documented data, and a “little secret”
Dr Venkateswarlu Memorial Lecture 2015Ajaz Hussain
Purpose of this talk is to request you to consider the following 4 Steps
1. Strengthening the ‘Culture of Quality’ – the focus of this talk
2. Improve efficiency with confidence in controls by integrating India’s engineering and statistical know-how and technologies
3. Working together – ‘One Quality for All’ to say proudly – Made in India: Pharmaceutical Factory to the World
4. Leverage India’s Wisdom Traditions to provide leadership in setting the standards for Integrative Medicine so as to deliver a model of ‘Health Care for All’: Pharmacy to the World.
The IFPAC Session: Controlling excipient impact during the product lifecycle.
Excipients enable the delivery of actives as a pharmaceutical product. Quality by Design requires that the impact of excipient variability on finished product quality be minimized, or, as paraphrased by Tobyn: - What matters doesn’t vary, and what varies doesn’t matter.
This parallels the current practice of categorizing excipients into critical vs non-critical, the assumption being that the latter do not impact the finished product Critical Quality Attributes. This binary classification of criticality has been criticized as too simple and it is not uncommon to observe excursions in finished product quality correlating with variability of a so-called non-critical excipient. The complexity of the excipients, and the products into which they are formulated, contributes to this uncertainty. For excipients, what varies may not have mattered prior to approval, but may come to matter later in the product lifecycle, especially for continuously manufactured products with real time release.
Excipients, even if fully compliant and manufactured under GMP, represent a reservoir of special cause variability in finished product quality. By definition this can only be addressed via the Control Strategy. Risk management requires continuous multivariate monitoring of finished product and raw materials to maintain quality and model fidelity.
Visiting My Alma mater University of Cincinnati 20 April 2017Ajaz Hussain
On a recent visit to my alma mater, University of Cincinnati, I shared my thoughts in a talk entitled Epistemology and a Medicine Maker: If I Could Send a Message Back in Time? What was the message - build self-confidence based on facts and not fake news by practicing questioning how do I know what I know (epistemology) before choosing the appropriate feeling or emotional response. This practice will help to feel (build emotional state) based on facts. This practice can become your pursuit of (true) happiness. See: Epistemology necessary to break the Procrustean bed: 4+ Order of Consciousness & Pharm. Quality which posted on LinkedIn, March 23, 2016.
From Roadblocks to Roadmap 2017, with a 2020 VisionAjaz Hussain
In 2015 FDA reorganized OPS to the Office of Pharmaceutical Quality (OPQ) and added an emphasis on One Quality Voice. In 2017 novel pharmaceutical technologies, the aspirational 21st Century Cures Act, and the President-elect Trump’s Administration are juxtaposed to re-shape, perhaps radically so, the Critical Path transformation underway since the beginning of this century. How will the Nation’s life-science research priorities change? What should be the next steps to optimally integrate 21st Century Quality, Cures and the Voice of Patients? What can/should NIPTE do next? Do better? Do more -be the third leg of the stool? This report, From Roadblocks to Roadmap 2017, with 2020 Vision, reviews and reflects on strategic directions emphasized by NIPTE in 2016. It recommends ways to strengthen the Voice of NIPTE to advocate its mission more persuasively and to facilitate its members apply their full potential in the interest of the Nation.
Chemometrics, Pharmacometrics and Econometrics Dimensions_of_QualityAjaz Hussain
25 May 2012 Basel, Switzerland. A philosophical exploration - Scientific understanding and risk-based regulatory decisions on Quality by Design. How good are the scientific explanations in regulatory submissions? Scientific explanations yield understanding; quality of explanations differ.What role can Chemometrics, Pharmacometics and Econometrics play? Understanding multidisciplinary (cGMP, CMC, Clin. Pharm., Tox., Clinical, Public Health) perspectives on risk is important. Opportunities; only when the disciplinary divides are bridged. Within the regulatory realm how we set specifications and assess risk have progressed incrementally; at this rate the Vision 2020 may be expected to be visible broadly over time, by 2020?
We are defining the problem too narrowly. Our paradigm of pharmaceutical quality sifted long-ago. We have harmonized on a regulatory methodology for QbD (e.g., ICH Q8). However, with the prevailing ontological gaps (for example as illustrated in the continuing challenges posed with the current FDA’s Inactive Ingredient Database) - How good are the scientific explanations in regulatory submissions? Is quality risk-assessment - metaphysical or an epistemological category?
Educating the Next Generation Pharmacist for Industry. The Panjab University ...Ajaz Hussain
The Panjab University Pharmaceutical Science Oration 2014: Educating the Next Generation Pharmacist for Industry.
“The dream begins with a teacher who believes in you, who tugs and pushes and leads you to the next plateau, sometimes poking you with a sharp stick called ‘truth’.“
Plato, the Republic
What are the most influential ideas, concepts, and developments introduced by ‘pharmaceutical scientists’ over the last 50 years?
How have these ideas/concepts introduced into practice?
How can we improve?
Therapeutic Equivalence in Inequality and Our Quality ScorecardAjaz Hussain
I believe, and I know, that we can build and maintain effective pharmaceutical quality management systems (pQMS) when every pharmaceutical professional is empowered to contribute to improving the system they work in. A way I know to improve a pQMS from within is to illuminate paths to professional development for all to leverage “fractals” at every level and in every corner. This presentation describes my experiential learning to explain why I know so, how do I know what I know, and what you can do to verify or validate it at your level and in your corner.
The Butterfly Effect in Pharmaceutical Quality Managment System: Emergence wi...Ajaz Hussain
pQMS is a rule-based corporate system, nested within other hierarchical systems, that is built and maintained to consistently provide pharmaceuticals conforming to regulatory specifications with the assurance needed to continually reaffirm claims endorsed by public health officials to satisfy expectations of profit-seekers, patients, public, and professional practitioners
Quality assurance allows patients to accept a vulnerable position by assuming their best interests and competence of professional practitioners and public health officials
Evidence-based rules and practices curtail human irrationality
Education and training of adults is diverse and their experiences personal
Asymmetries of information, knowledge, and understanding of reality will persist (increase)
Beyond continuing education and training is adult & professional development (PD): Self-authorship to be self-assured in the increasing complexity
Running head SKILLS ASSESSMENT PAPER1SKILLS ASSESSMENT PAPE.docxtodd521
Running head: SKILLS ASSESSMENT PAPER
1
SKILLS ASSESSMENT PAPER
4
Skills Assessment Paper
Summary of Skills
For the development of an organization to be successful and effectively achieve set goals and objectives, strong management and organization skills will be required (Bateman & Snell, 2007). Our Team A brings a broad spectrum of skills and talents coming from life, educational and work-related experiences. Each member of the team possesses unique skill sets that will bring fresh ideas, techniques and creative solutions to challenges in the development of our consulting firm.
A thorough evaluation of our team member’s skills, suggests that our key strengths lie within teamwork and dedication, creating presentations, critical thinking, problem-solving techniques, communication, research, and observations. With these skills, this team will be able to successfully achieve most tasks necessary in the development of a consulting firm. This team will need to use these skills to collaborate efforts in a cooperative manner to create, plan, develop and accomplish the goals of the consulting firm. This evaluation also portrays a strong dedication to learning and improving which is beneficial in the development of new skills that may be needed.
Most members of our team currently have educational and professional experience that proves an intense desire to improve and advocate change and educate communities to collaborate an effort enhancing the lives of individuals. This desire will effectively promote positive changes both within communities as well as at a societal level. The team’s overall commitment is to meet basic human needs through education, focusing on identification of challenges and prevention, as well as assist in overcoming personal and organizational obstacles that individuals may face. Our team is committed to improving the overall quality of life through advocacy and action.
The first type of consulting firm that we could possibly work with would be a human services/independent living consulting program. This program would collaborate with a client’s care givers, doctors and independent care organizations to assist in facilitating a client’s independence and improve or maintain health. This consulting firm would collaborate efforts to create an independent, long-term care plan that will enhance the develop of daily living skills, educate on services and programs available, exercise the right to make healthy living choices, and encourage pro-active involvement of all care-giving professionals in the pursuit of personal growth, presence, and participation in the long term care process. This program will improve and emphasis respect and dignity through the promotion of independence.
PLEASE ADD THE OTHER TWO TYPES HERE!
The types of problems these consulting firms might solve.
Inflexible regulatory and legal issues create competitive obstacles human services providers face when offering health services to communities.
The convergence of separate health systems has led to
a great increase in data, which some organisations are
struggling to get to grips with. Harnessing analytic tools
and sharing knowledge is the best way forward
From Deming to Orders of ConsciousnessAjaz Hussain
It is very easy to feel “in over our head” in an increasingly complex world. CGMP Regulations (written in 1997) required “education, training or experience”; these regulations need to be updated. Traditional education (e.g., chemistry, pharmacy, etc.) is not adequately preparing students for the demands of the real world. Systems proficiency is a stage in adult development; we must take responsibility for our self-development and support development of others.
Part 1 Interest RatesMacroeconomic factors that influence inter.docxssuser562afc1
Part 1: Interest Rates
Macroeconomic factors that influence interest rates in general
The variables influencing microfinance interest rates for MFIs can be characterized into two general gatherings: 1) interior – the components MFIs can impact: for example work costs, specialized help, creations; or 2) outer – political risks, full scale factors, authoritative risk, and four fundamental parts reflected in the microfinance interest rates: working costs, cost of assets, advance misfortune costs, and benefit. Working expenses speak to around 60 % of the all out MFI costs and generally rely upon the credit size, age, area and customer's appraising, and so on.
Macroeconomic factors is your industry most sensitive
Like most businesses, the carrier business is affected by the monetary cycle's pinnacles and troughs. The present development in created economies—like the U.S. that is driven by the extricating money related strategy—has brought about an ascent in business certainty, mechanical creation, and universal exchange.
Impacts on the interest rates experienced within your chosen industry
In any industry, the economy assumes a urgent job that incorporates the general development of the division, and common flight, with the ever-developing interest, is no special case. To give a major picture, Airbus GMF 2016 evaluations the 20-year interest for new traveler and cargo airplane to be a little more than 33,000 airplane comprising a market estimation of over USD $5.2 trillion underlining and setting up the effect of market development.
Part 2: Stock Valuation, Risk and Returns
Stock Valuation. As indicated by the Bureau of Economic Analysis (or BEA), the genuine total national output (or GDP) expanded 4% every year in 2Q14 in the wake of diminishing 2.1% in 1Q14. With financial and modern development, work rates have expanded. This has prompted higher genuine extra cash.
From Video
My company doesn't have stocks right now, so I'll use Costco Wholesale as an example to explain the stock valuation. Future Costco Wholesale Corp stock predictions formula:
P0 = Div1 / (r – g)
P0 = Stock Price;
Div1= Estimated dividends for the next period;
r = Required Rate of Return;
g = Growth Rate
In this formula, we need to know the value of estimated dividends for the next period; required rate and return as well as growth rate. Let’s get each number individually.
g: Growth Rate = Retention Ratio x ROE
0.52 x 0.24 = 0.1248
r: Required Rate of Return.
R = D / P0 + g
0.65 / 296.09 + 0.1248 = 0.1269
Div1: Estimated dividends for the next period is 65c. Therefore, the future Costco Wholesale Corp stock predictions are:
P0 = Div1 / (r – g)
0.65 / 0.0021 = $309.52
The present stock worth and the assessed stock worth utilizing the Dividend Discount Model is higher on account of the contenders are attempting to get into the membership segment showcase. Likewise, Amazon and Sam's club have improved their online store distribution centers. So all in all, financing an organi.
Part 1 Interest RatesMacroeconomic factors that influence inter.docxkarlhennesey
Part 1: Interest Rates
Macroeconomic factors that influence interest rates in general
The variables influencing microfinance interest rates for MFIs can be characterized into two general gatherings: 1) interior – the components MFIs can impact: for example work costs, specialized help, creations; or 2) outer – political risks, full scale factors, authoritative risk, and four fundamental parts reflected in the microfinance interest rates: working costs, cost of assets, advance misfortune costs, and benefit. Working expenses speak to around 60 % of the all out MFI costs and generally rely upon the credit size, age, area and customer's appraising, and so on.
Macroeconomic factors is your industry most sensitive
Like most businesses, the carrier business is affected by the monetary cycle's pinnacles and troughs. The present development in created economies—like the U.S. that is driven by the extricating money related strategy—has brought about an ascent in business certainty, mechanical creation, and universal exchange.
Impacts on the interest rates experienced within your chosen industry
In any industry, the economy assumes a urgent job that incorporates the general development of the division, and common flight, with the ever-developing interest, is no special case. To give a major picture, Airbus GMF 2016 evaluations the 20-year interest for new traveler and cargo airplane to be a little more than 33,000 airplane comprising a market estimation of over USD $5.2 trillion underlining and setting up the effect of market development.
Part 2: Stock Valuation, Risk and Returns
Stock Valuation. As indicated by the Bureau of Economic Analysis (or BEA), the genuine total national output (or GDP) expanded 4% every year in 2Q14 in the wake of diminishing 2.1% in 1Q14. With financial and modern development, work rates have expanded. This has prompted higher genuine extra cash.
From Video
My company doesn't have stocks right now, so I'll use Costco Wholesale as an example to explain the stock valuation. Future Costco Wholesale Corp stock predictions formula:
P0 = Div1 / (r – g)
P0 = Stock Price;
Div1= Estimated dividends for the next period;
r = Required Rate of Return;
g = Growth Rate
In this formula, we need to know the value of estimated dividends for the next period; required rate and return as well as growth rate. Let’s get each number individually.
g: Growth Rate = Retention Ratio x ROE
0.52 x 0.24 = 0.1248
r: Required Rate of Return.
R = D / P0 + g
0.65 / 296.09 + 0.1248 = 0.1269
Div1: Estimated dividends for the next period is 65c. Therefore, the future Costco Wholesale Corp stock predictions are:
P0 = Div1 / (r – g)
0.65 / 0.0021 = $309.52
The present stock worth and the assessed stock worth utilizing the Dividend Discount Model is higher on account of the contenders are attempting to get into the membership segment showcase. Likewise, Amazon and Sam's club have improved their online store distribution centers. So all in all, financing an organi ...
Essay on Positive Thinking | Short and Long Essays on Positive Thinking .... Importance Of Positive Thinking for Success Free Essay Example. 8 Positive Thinking Assignments for Students - Brookes Publishing Co.. The Power of Positive Thinking for Those Diagnosed with Challenges Free .... Write a short essay on Positive Thinking | Essay Writing | English .... Essay On Positive Thinking in English for Students | 500 Words Essay.
mHealth Israel_GEARING COMMUNICATIONS TO RAISE CAPITAL AND ATTRACT CUSTOMERS_...Levi Shapiro
Presentation by Gil Bashe, Managing Director, Healthcare Practice, Finn Partners: "GEARING COMMUNICATIONS TO RAISE CAPITAL AND ATTRACT CUSTOMERS- FROM PLAN TO PARTNERS TO PATIENTS". Includes tips to avoid failure by embracing complexity, description of the Health Ecosystem Landscape, developing a plan to impact care, cost and outcomes, overview of the US Payer market, and top digital health influencers.
Asian Hospital & Healthcare Management, the leading magazine in the healthcare industry empowers people providing the latest healthcare related issues, articles. Our latest issue provides the required information helpful to build healthier tomorrow. Check our Digital Magazine: https://goo.gl/4KfGjt
The Patient-Centered Clinical Trial: A New ParadigmJohn Reites
Patient centricity is no longer just viewed as an opportunity
solely for commercial pharma. In September 2014,
eyeforpharma brought together 100 US clinical leaders
to discuss the evolving role of patients in clinical trials.
The executive forum addressed the latest trends and
innovations in clinical trial management from a patientcentric
perspective, but it was the presence and involvement
of several patients and patient advocates that shaped the
discussion and expanded our thinking on the topic. Beyond
debating various practical questions, delegates from
pharma began to wonder how the necessary changes might
materialize under the organizational lens.
A Leapfrog Need and Opportunity for mAbsAjaz Hussain
Leapfrogging on reforming mAbs policies makes sense, and doing so can be a principled duty of care.
SMART Technology, SMART Professionals, SMART Services, SMART Organization.
SMART Quality by Design Applications Not Submissions in 2024Ajaz Hussain
Many generic pharma companies seeking regulatory approval uncritically follow “past” practices and prior knowledge. Few, if any, correct errors and innovate to improve past expertise and techniques. The idea of SMART "QbD in ANDApplications" (not “submission”) builds on this observation.
Intuitively Moving Institutions Towards Global Regulatory Resilience Ajaz Hussain
From my experience, how can I describe an intuitive and self-organizing social force around "attractors" patients' value to be assured of therapeutic equivalence?
Critical Importance of Pharmaceutical Traceability in the Experience.pdfAjaz Hussain
From a narrow viewpoint, serialization is just a process of printing an identifying number on products and shipping cases.
From a long-term view, the integration of serialization numbering systems with the production line as well as the quality control procedures required to maintain the integrity of the numbers.
Validation 4 for Credible Pharma 4 a Keynote for Valconnect 2023.pdfAjaz Hussain
The notion of Validation 4.0 in the title of this keynote relates to the development and maturity of people and professionals, which I will elaborate on in the context of the ValGenesis experiences [of its users and service providers].
Validation 4.0 in this talk is about internal assurance, self-assurance, and self-authoring policies, plans, and procedures, ideally without the need [to wait] for FDA guidance.
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdfAjaz Hussain
Why did the company not design and formulate a tablet that did not “cap”? Why wouldn’t NIH fund my proposal for CAFD? Why did the FDA [discount] Pharmaceutical Development Reports, while in the EU and Japan, is it an essential part of the regulatory review?
Under a hypothetical social inspection scheme, a report submitted in 2010 is imagined as PM 483 in the spirit of FDA Form 483 of “Inspectional Observations.”
What do the noted observations suggest about my professional maturity or state of mind at that event in 2010? What would be an appropriate “feedback” response?
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...Ajaz Hussain
In adulthood, to keep maturing, one must acknowledge the elephant in the room – the emotions we feel. To feel is to experience. Experience complements our scientific training. But do we pay attention to the Integrity of our experience? A tonic for wiser statistical thinking to inform the development of pharmaceuticals and professionals.
An Updating Perspective on BAD I in March Madness 2023.pdfAjaz Hussain
Why does it take decades to acknowledge the obvious? Something to ponder and write about. How do you suggest we keep moving closer to the truth? Can we simultaneously personalize our minds, machines, and medicines to develop continuously? How? I am sharing a slide deck of thoughts to discuss meaning-making and the Federal Food, Drug, and Cosmetic Act (FD&C Act) in the context of the post-truth world, which I collected to populate two invited lectures at the University of Minnesota, College of Pharmacy. The slides I am uploading here are in reverse order, 2nd lecture followed by the first. It is, to begin with, a journey to 2020+ to note that the root cause of BAD-I is I and to pose a challenging premise that beyond the age of majority, few adults continue to develop and mature. What evidence warrants this premise, and why? Then how to develop and mature continuously as an adult and a professional.
Mature Managers and Management of Pharmaceutical Quality and QuantitiesAjaz Hussain
We live in a post-truth world, and we like to think we are good. Are we? Do we not need ALCOA for the integrity of our experience?
Remember: Experience means to feel; how you feel determines what you learn! Honoring my grandmother’s advice, keeping intentions clean, इरादों को साफ रखें to begin to recognize a pattern of interactions between how I feel, what I think to explain why I behaved in a certain way.
Some of my thoughts on SMART Objective negotiations and to be better at SMART Experiencing than SMART Machines. The content describes insights from observing the immaturity of political, regulating, and management systems. Why does “immature” claim “I am mature” when it shouldn't?
I-SMART Internal Validation for Continuous Professional Development.pdfAjaz Hussain
i-SMART: Internal validation [is] continuous [professional development]. It is a journey within and without. In the growing chaos, it is urgent and essential that we must be the change we seek in the world. Be I-SMART! #Validaiton #good
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?Ajaz Hussain
Take a smart “development stance” to prepare for 2022 and beyond, envision your journey to 2030. Spiral high and wide like a migratory bird. Recall, Reflect, Research, Remember, Reset and Rebuild: Recycling necessary but not sufficient.
https://www.linkedin.com/pulse/recall-reflect-research-remember-reset-rebuild-ajaz-hussain-ph-d-/?trackingId=aF5BbJF0T5%2B036rQ7Zw3gA%3D%3D
Sustain and Build a Quality Culture in Today's RealitiesAjaz Hussain
What is quality, what is culture? Culture, quality, and assurance are just a few of the many abstract words in our lexicon. The meaning we make evolves with our development and maturity. Our education and training are necessary but insufficient for our development and maturity. Learning from experience is essential, and experiential learning is highly variable. Some continue to develop, but at different rates; others do not. In this presentation, I share why and how a connect-the-dots framework was developed and what it offers to individuals and organizations. Building refers to a process by which a source code guides software coding programs for a stand-alone computer or an enterprise-wide system. The context of this presentation is experiential. The content is derived from experiencing the real world via an intentional journey beginning in 2015 across the globe; since 2020, this journey has been searching for the source code to what is good. In my imagination and thought experiments, the building is a process, as in the context of software development. Coding for a stand-alone computer is similar but not interchangeable or automatically substitutable for writing and executing a personal or individualized continuous professional development plan. I speak about quality culture to ease the process of continuous learning, development, and maturity in professionals and management systems. To improve feedback and encourage backpropagation of errors of omission and commission to learn how to prevent mistakes and improve continually, I remind that it is increasingly relevant today to begin asking - how might we assess suitability, capability, and comparability of humans and AI in the context of CGMP compliance and maturity of a pQMS. I implicitly use the lexicon of biosimilars, interchangeable biosimilar products, and automatic generic substitution for brand products to help us make sense of our suitability and capability to know the difference in the maturity stages we call professional and good practitioners to appreciate the differences in the regulatory and social expectation of validation and assurance broadly and specifically as in the validation of computer and pharmaceutical systems.
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...Ajaz Hussain
The epistemic crisis has deepened; multiple systems are now chaotic, fear and anxiety unabated and as expected the dominant response to the crisis is procrustean. Scenarios to consider managing pharmaceutical quality design space in traditional paradigm and in the emerging “SMARTness”?
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...Ajaz Hussain
Design is to do good not just be and look good. "Design means being good, not just looking good." ~ Clement Mok. "A small change at the beginning of the design process defines an entirely different product at the end." ~ Jonathan Ive. "User-centered design means understanding what your users need, how they think, and how they behave - and incorporating that understanding into every aspect of your process." ~ Jesse James Garrett.
Compared to “one factor at a time” experiments, increased experimental efficiency, accounting interactions, multivariate predictive capability, minimization, maximization, optimization, graphical illustration for enhanced communication of complex topics.
"Design is intelligence made visible." -- Alina Wheeler
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbDAjaz Hussain
What we know is not what we implement in practice is the shadow in our development—walking a tight rope across the precipice with an elephant on my back. Is an Elephant on My Back the apt metaphor to replace the Six Blind Men and an Elephant and an Elephant in the Dark?
Equivalence Assessment and Maturity of Quality Management SystemsAjaz Hussain
Challenge: As a system or cohort, we can do more to adequately appreciate that “systems” proficiency is a stage in adult development that most struggle to achieve.
Professionals and human experience: Ex[CI]perience Lessons in Excipients Ajaz Hussain
Alone together, civil war, same difference, unbiased opinion, and the "hindsight is always 20/20" feels oxymoronic. What space will excipients occupy in our consciousness in the next decade?
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004Ajaz Hussain
Each section within P2 can have an impact on the other P2 sections and similarly other sections of a submission and to CGMP’s By recognizing this as a complex design system that involves multiple attributes, goals, constraints, multidisciplinary design teams (subsystems), different degrees of uncertainty, risk tolerance, etc., we wish to find opportunities to identify robust designs and design space that provides a sound basis for risk assessment and mitigation
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Embracing GenAI - A Strategic ImperativePeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
Biological screening of herbal drugs: Introduction and Need for
Phyto-Pharmacological Screening, New Strategies for evaluating
Natural Products, In vitro evaluation techniques for Antioxidants, Antimicrobial and Anticancer drugs. In vivo evaluation techniques
for Anti-inflammatory, Antiulcer, Anticancer, Wound healing, Antidiabetic, Hepatoprotective, Cardio protective, Diuretics and
Antifertility, Toxicity studies as per OECD guidelines
13. Experience and The Gold Standard
Clinical Trial System is
“Broken” and there need to
be new ways to collect and
utilize patient data
Dr. Janet Woodcock
(September 2017)
1
Interactions between the
brain and spinal cord
mediate value effects in
nocebo hyperalgesia.
Science, 358(6359), 105-
108 (2017).
2
Pharmacodynamics of
Placebo: Expectation
effects of price as a proxy
for efficacy.
Neurology. 10: 766-767
(2015)
3
The double-blind,
randomized, placebo-
controlled trial: Gold
Standard or Golden Calf?
Journal of Clinical
Epidemiology, 54(6): 541-
549 (2001)
4
Why Is the Placebo Effect Exploding in The U.S. But Nowhere Else?
Forbes. 7 October 2015
14. Experiencing Automatic Substitution
Annals of internal medicine. 161(2), pp.96-103 2014
Burden of Changes in Pill Appearance for
Patients Receiving Generic Cardiovascular
Medications After Myocardial Infarction.
The Washington Post. 14 July 2014.
If Color or Shape of Generic Pills Changes,
Patients May Stop Taking Them.
Final Guidance. June 2015
Guidance for Industry. Size, Shape, and Other
Physical Attributes of Generic Tablets and
Capsules. Pharmaceutical Quality/CMC.
Generics for Me, but a
Brand for You! #@*
Research in Social and
Administrative Pharmacy, 8(6),
pp.574-578 (2012)
16. Levothyrox Experience in France
Aug. 24 2017
Levothyrox: The controversy over one of
France's most commonly prescribed drug
explained (The Local)
Sep. 11 2017
No fraud, no conspiracy, no error: France
and Merck say reformulated Euthyrox is
safe (in-Pharma Technologist.com)
Sep. 16 2017
France to bring back old thyroid drug after
complaints (RFI)
Oct. 4 2017
Police raid Merck pharmaceutical plant
amid mysterious drug crisis. Is something
wrong with hormone therapy or are
patients over-reacting? (arsTECHNICA)
17. Experience New & Improved Formulation!
Assuring the Quality of
the Most Prescribed
Drug
New formulation
launched in France,
March 2017
Within a few weeks,
the social media
started buzzing.
The backlash
intensified; the media
storm posed political
problem for the
French government!
Just wondering if anyone else is taking the new Levo formula from XYZ. I've been on it about 2 or 3
weeks and so far gained three kilos. 😩😩!
“France brings back a phased-out drug after patients rebel against its
replacement” - Science Magazine. 27 September 2017
Germany, New Zealand,….