This document discusses randomization in medical research. It defines randomization as the allocation of individuals to intervention or control groups in a clinical trial by chance. Randomization avoids selection bias and balances both known and unknown confounding factors between groups. Participants, communities, or locations can be randomized. Simple, permuted block, stratified, and adaptive randomization methods are described. Threats to randomization include non-adherence to the randomization protocol and lack of treatment equipoise. Maintaining the integrity of randomization is important for establishing causality in medical research.
Retrospective vs Prospective Study: Advantages, Types and Differences.
https://www.cognibrain.com/retrospective-vs-prospective-study-advantages-types-and-differences/
Retrospective vs Prospective Study: Advantages, Types and Differences.
https://www.cognibrain.com/retrospective-vs-prospective-study-advantages-types-and-differences/
Randomization – From The Technical FrontClinosolIndia
Randomization is a fundamental concept in clinical research that refers to the process of randomly assigning participants to different study groups. Randomization is a crucial tool for reducing bias and ensuring that study results are unbiased and statistically valid.
Randomization involves assigning participants to study groups in a way that is not influenced by any factors that could potentially affect the outcome of the study. This is typically done using a computer-generated randomization sequence or a random number table.
There are several benefits to using randomization in clinical research. First, it helps to ensure that the study groups are comparable in terms of baseline characteristics, such as age, sex, and disease severity. This reduces the risk of bias and confounding factors that could impact study results.
Second, randomization helps to ensure that any observed differences between the study groups are due to the intervention being tested, rather than other factors. This is critical for establishing causality and determining whether a particular intervention is effective.
Finally, randomization helps to ensure that the results of the study are statistically valid. By randomly assigning participants to study groups, researchers can calculate the probability of obtaining the observed results by chance alone, which helps to determine the significance of the findings.
In summary, randomization is a critical tool for ensuring the validity and reliability of clinical research results. By reducing bias and ensuring that study groups are comparable, randomization helps to establish causality and determine the effectiveness of medical interventions.
Steps in conducting a RCT
1. Drawing up a protocol
2. Selecting Reference & Experimental population
3. Randomization
4. Manipulation or Intervention
5. Follow up
6. Assessment of outcome
1. Drawing up a protocol
Aims and objectives of the study
Questions to be answered
Criteria for the selection of study and control groups
Size of the sample & allocation of subjects in both groups
Treatment to be applied - when, where, how
Standardization of working procedures and
Schedules as well as responsibilities of persons involved in the trial up to the stage of evaluation of outcome of the study.
2. Selecting Reference and Experimental Populations
Reference or target population - Population to which the findings of the trial, if found successful, are expected to be applicable (Eg: drugs, vaccines, etc.)
Experimental or Study population
Derived from the Reference population
Has same characteristics as the Reference population
Actual population that participates in the experimental study
Must give informed consent - Should be qualified or eligible for the trial
3. Randomization
Heart of the control trial
Procedure:
Participants are allocated into study and control groups
Eliminates bias and allows comparability
By random allocation every individual gets an equal chance for being allocated in to either groups.
4. Manipulation/ Intervention
Having formed the study and control group, the next step is to intervene or manipulate the study (experimental) group by deliberate application or withdrawal or reduction of a suspected causal factor
Eg: Drug, Vaccine, Dietary component, a habit
5. Follow up
Implies examination of the experimental and control group subjects at defined intervals of time in a standard manner, with equal intensity, under the same given circumstances in the same time frame till final assessment of outcome.
Attrition:
Inevitable losses to follow up (death, migration, loss of interest)
6. Assessment
a. Positive results:
Reduced incidence or severity of disease
Reduced cost to health service
Appropriate outcome in the study
b. Negative results:
Increased severity or frequency of side effects
Complications
Deaths
BIAS:
Any systematic error in the determination of association and outcome.
Bias may arise from errors of assessment of outcome due to human element
Subjective bias
Observer bias
Evaluation bias
1. Subjective Bias:
Participants, subjectively feel better or report improvement if they knew they were receiving a new form of treatment. This is known as “Subject variation”.
2. Observer Bias:
Investigator measuring the outcome of a therapeutic trial may be influenced if he knows beforehand the particular procedure or therapy to which the patient has been subjected.
3. Evaluation Bias:
Investigator may subconsciously give a favorable report of the outcome of the trial.
Blinding:
1. Single Blind Trial: Participant
2. Double Blind: Partcipant + Investigator
3. Triple Blind: Participant + Investigator + Data Analyzer
Knee anatomy and clinical tests 2024.pdfvimalpl1234
This includes all relevant anatomy and clinical tests compiled from standard textbooks, Campbell,netter etc..It is comprehensive and best suited for orthopaedicians and orthopaedic residents.
ARTIFICIAL INTELLIGENCE IN HEALTHCARE.pdfAnujkumaranit
Artificial intelligence (AI) refers to the simulation of human intelligence processes by machines, especially computer systems. It encompasses tasks such as learning, reasoning, problem-solving, perception, and language understanding. AI technologies are revolutionizing various fields, from healthcare to finance, by enabling machines to perform tasks that typically require human intelligence.
Couples presenting to the infertility clinic- Do they really have infertility...Sujoy Dasgupta
Dr Sujoy Dasgupta presented the study on "Couples presenting to the infertility clinic- Do they really have infertility? – The unexplored stories of non-consummation" in the 13th Congress of the Asia Pacific Initiative on Reproduction (ASPIRE 2024) at Manila on 24 May, 2024.
Prix Galien International 2024 Forum ProgramLevi Shapiro
June 20, 2024, Prix Galien International and Jerusalem Ethics Forum in ROME. Detailed agenda including panels:
- ADVANCES IN CARDIOLOGY: A NEW PARADIGM IS COMING
- WOMEN’S HEALTH: FERTILITY PRESERVATION
- WHAT’S NEW IN THE TREATMENT OF INFECTIOUS,
ONCOLOGICAL AND INFLAMMATORY SKIN DISEASES?
- ARTIFICIAL INTELLIGENCE AND ETHICS
- GENE THERAPY
- BEYOND BORDERS: GLOBAL INITIATIVES FOR DEMOCRATIZING LIFE SCIENCE TECHNOLOGIES AND PROMOTING ACCESS TO HEALTHCARE
- ETHICAL CHALLENGES IN LIFE SCIENCES
- Prix Galien International Awards Ceremony
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...VarunMahajani
Disruption of blood supply to lung alveoli due to blockage of one or more pulmonary blood vessels is called as Pulmonary thromboembolism. In this presentation we will discuss its causes, types and its management in depth.
263778731218 Abortion Clinic /Pills In Harare ,sisternakatoto
263778731218 Abortion Clinic /Pills In Harare ,ABORTION WOMEN’S CLINIC +27730423979 IN women clinic we believe that every woman should be able to make choices in her pregnancy. Our job is to provide compassionate care, safety,affordable and confidential services. That’s why we have won the trust from all generations of women all over the world. we use non surgical method(Abortion pills) to terminate…Dr.LISA +27730423979women Clinic is committed to providing the highest quality of obstetrical and gynecological care to women of all ages. Our dedicated staff aim to treat each patient and her health concerns with compassion and respect.Our dedicated group ABORTION WOMEN’S CLINIC +27730423979 IN women clinic we believe that every woman should be able to make choices in her pregnancy. Our job is to provide compassionate care, safety,affordable and confidential services. That’s why we have won the trust from all generations of women all over the world. we use non surgical method(Abortion pills) to terminate…Dr.LISA +27730423979women Clinic is committed to providing the highest quality of obstetrical and gynecological care to women of all ages. Our dedicated staff aim to treat each patient and her health concerns with compassion and respect.Our dedicated group of receptionists, nurses, and physicians have worked together as a teamof receptionists, nurses, and physicians have worked together as a team wwww.lisywomensclinic.co.za/
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists Saeid Safari
Preoperative Management of Patients on GLP-1 Receptor Agonists like Ozempic and Semiglutide
ASA GUIDELINE
NYSORA Guideline
2 Case Reports of Gastric Ultrasound
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Randomization in medical research
1. Randomization in
medical research
MPH Course - Epidemiology Module
Dr. Vignesh L, M.D. (AIIMS, New Delhi)
Senior Resident
Department of Preventive & Social Medicine
JIPMER, Puducherry
2. Outline
• What is random & randomization?
• Why to randomize?
• Whom and what to randomize?
• How to randomize?
• Threats to randomization
• References and further reading
7. Random
• No specific pattern
• Un predictable
• Completely guided by a ‘known’ chance
8. Randomization
Allocation of individuals to
intervention or control of a clinical
trial by chance
• Each possible assignment has a
known chance of being selected
• Treatment assignment is
unpredictable
9. Why to Randomize?
• Avoids selection bias
• Balances confounding factors between both the groups – Known and
unknown factors
• Allows to perform statistical tests for establishing causality
10. What to Randomize?
• Participants / Individual – Classical RCT
• Community / locality – Community trial or Cluster randomized trials
11. How (not) to Randomize?
• Birth date
• Hospital record number
• Hospital room number
• Day of visiting the hospital
12. How to Randomize?
• Simple randomization
• Permuted block randomization
• Stratified randomization
• Adaptive randomization
13. Block randomization
• Every block of X new participants is randomly and equally allocated to
treatment arms A & B
• Block size 4 – 6 possibilities
ABBB AABB AAAB BAAA BBAA BBBA
Advantage
• Equal assignment
Disadvantage
• If block size is known, last participant assignment can be predicted –
random/unknown block size
• Imbalance in critical variables
14. Stratified randomization
• Important variables that can affect the outcome are stratified and
randomization done separately between these strata
• E.g., Study site in multi-site trial
Advantage
• Balance of critical variables achieved
Disadvantage
• Can’t use too many variables for strata ( < 4 )
15. Threats to randomization
• Per-protocol analysis Versus Intention-to-treat analysis
• Equipoise and randomization
16. References
• Leon Gordis – Epidemiology 6th Edition
• John Last – A Dictionary of Epidemiology
• Introduction to the Principles and Practice of Clinical Research (IPPCR) –
Issues in Randomization: Video in Youtube -
https://www.youtube.com/watch?v=UgFXLk7i46c&ab_channel=NIHVideo
Cast
Topics for further reading:
• Adaptive randomization