SlideShare a Scribd company logo
1 of 25
Biases in RCT
Dr. Ranit Bag
PGT in Pharmacology
CNMCH
Contents
Introduction
Reasons of bias
Randomized control trial
Types of bias in RCT
Ways to minimize bias
Summary
Introduction
Bias is defined as
Any factor or process ( intentional or
unintentional) tends to deviate the results or
Conclusions of a trial systematically away
from the truth
It can be postulated that the deviation from
the true outcome of the study.
Where biases can happen
 Study design
 Data collection
 Process of data analysis
 Publication of study
Types of study
Observational
Analytical Descriptive
Experimental
Randomized control
trial
Cohort
Case control
Cross-sectional
Case series
Case study
Reasons of biases
Improper and deficient knowledge of the
researcher
Lack of resource, commitment and proper
encouragement
Less adherence towards research guidelines
Randomized control trial
Compares two or more treatment or
intervention by estimating the outcome of the
study
Participants are randomized in different groups
Best way to study the safety and efficacy of
new treatment
Types of biases in RCT
1. Selection bias
2. Ascertainment bias
3. Hawthorne effect
4. Others
Selection bias
It occurs during identification of study
population
Study population not included in target
population
Randomized trial less prone to it
Ascertainment bias
One or more people involved in trial, know
about treatment
Drop out cases in case of placebo
Analyser may be biased in assessment of
outcome(observer bias)
Hawthorne effect
 Experimental effect is experiment itself and subject
at the center of attention
 Manifest itself as a spurt or elevation in performance
Example 1
Example 2
Others
 Choice of question bias
 Population choice bias
 Intervention choice bias
 Control group bias
 Outcome choice bias
 Withdrawal and attrition bias
 Selective reporting bias
 Publication bias
 Miscellaneous types(technology, resource allocation,
trial design bias etc.)
Ways to minimize bias
Allocation concealment
Preventing foreknowledge of next allocation and
implementation of the sequence .
Blinding
 Occurs during intervention and outcome of the study
 Minimizes ascertainment(performance) and
detection bias
Sl
no
Type of bias Methods to reduce bias
1. Selection bias  Allocation concealment(blinding) hides
randomization sequence before group allocation
and continues upto outcome
 Inclusion and exclusion criteria avoid
confounding results
 Participants from same general population
2. Ascertainment
bias
 Blinding or masking keeps people unaware about
group allocation or interventions
3. Withdrawal and
attrition bias
 Intension to treat analysis includes enrolment
of all study participants
 Sensitivity analysis
4. Selective
reporting bias
 Double blinding
 Instrument development, validation and proper
data collection
5. Publication
bias
 Compulsory registration trial
Summary
Randomized trial, the best way to reduce
bias
Researcher should assess the risk of bias
before any trial(Cochrane approach)
Quality of evidence of the trials should be
developed by various approach (e.g- GRADE)
References
www.cebm.net
Hernán MA, Robins JM. Causal Inference.
London: Chapman & Hall/ CRC; 2017
Heitjan DF. Ignorability and bias in clinical
trials. Stat Med. 1999;18:2421–2434
file:///D:/pharmacology/statistics/appf-
fm1.pdf

More Related Content

Similar to Biases in RCT.pptx

Research Methodology - Dr Kusum Gaur
Research Methodology - Dr Kusum GaurResearch Methodology - Dr Kusum Gaur
Research Methodology - Dr Kusum Gaurmrinal joshi
 
Randomized Controlled Trial.pptx
Randomized Controlled Trial.pptxRandomized Controlled Trial.pptx
Randomized Controlled Trial.pptxMostaque Ahmed
 
# 5th lect clinical trial process
# 5th lect clinical trial process# 5th lect clinical trial process
# 5th lect clinical trial processDr. Eman M. Mortada
 
Error/Bais in Rsearch Methodology and pharmaceutical statistics
Error/Bais in Rsearch Methodology and pharmaceutical statisticsError/Bais in Rsearch Methodology and pharmaceutical statistics
Error/Bais in Rsearch Methodology and pharmaceutical statisticsakashpharma19
 
research design
research designresearch design
research designRajeshwori
 
5. experimental studies
5. experimental studies5. experimental studies
5. experimental studiesAshok Kulkarni
 
Critical appraisal 2012 updated
Critical appraisal 2012 updatedCritical appraisal 2012 updated
Critical appraisal 2012 updatedsanghagirl
 
Evaluating clinical studies - Drug information
Evaluating clinical studies - Drug informationEvaluating clinical studies - Drug information
Evaluating clinical studies - Drug informationAreej Abu Hanieh
 
Randomized Controlled Trials
Randomized Controlled TrialsRandomized Controlled Trials
Randomized Controlled TrialsMamta Rath Datta
 
Research Methodology / Experimental research design
Research Methodology / Experimental research designResearch Methodology / Experimental research design
Research Methodology / Experimental research designMarzouk Elkhawaga
 
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative Studies
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative StudiesHEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative Studies
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative StudiesDr. Khaled OUANES
 
Random Clinical Trials
Random Clinical Trials Random Clinical Trials
Random Clinical Trials Zaina Assaf
 

Similar to Biases in RCT.pptx (20)

Research Methodology - Dr Kusum Gaur
Research Methodology - Dr Kusum GaurResearch Methodology - Dr Kusum Gaur
Research Methodology - Dr Kusum Gaur
 
Reading an article
Reading an articleReading an article
Reading an article
 
Randomized Controlled Trial.pptx
Randomized Controlled Trial.pptxRandomized Controlled Trial.pptx
Randomized Controlled Trial.pptx
 
# 5th lect clinical trial process
# 5th lect clinical trial process# 5th lect clinical trial process
# 5th lect clinical trial process
 
Error/Bais in Rsearch Methodology and pharmaceutical statistics
Error/Bais in Rsearch Methodology and pharmaceutical statisticsError/Bais in Rsearch Methodology and pharmaceutical statistics
Error/Bais in Rsearch Methodology and pharmaceutical statistics
 
research design
research designresearch design
research design
 
Study Eligibility Criteria
Study Eligibility CriteriaStudy Eligibility Criteria
Study Eligibility Criteria
 
5. experimental studies
5. experimental studies5. experimental studies
5. experimental studies
 
Critical appraisal 2012 updated
Critical appraisal 2012 updatedCritical appraisal 2012 updated
Critical appraisal 2012 updated
 
Clinical trials
Clinical trialsClinical trials
Clinical trials
 
Clinical trials
Clinical trialsClinical trials
Clinical trials
 
bias and error-final 1.pptx
bias and error-final 1.pptxbias and error-final 1.pptx
bias and error-final 1.pptx
 
Evaluating clinical studies - Drug information
Evaluating clinical studies - Drug informationEvaluating clinical studies - Drug information
Evaluating clinical studies - Drug information
 
Bias in clinical research
Bias in clinical research Bias in clinical research
Bias in clinical research
 
Randomized Controlled Trials
Randomized Controlled TrialsRandomized Controlled Trials
Randomized Controlled Trials
 
Clinical trial design
Clinical trial designClinical trial design
Clinical trial design
 
Research Methodology / Experimental research design
Research Methodology / Experimental research designResearch Methodology / Experimental research design
Research Methodology / Experimental research design
 
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative Studies
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative StudiesHEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative Studies
HEALTHCARE RESEARCH METHODS: Experimental Studies and Qualitative Studies
 
Dhiwahar ppt
Dhiwahar pptDhiwahar ppt
Dhiwahar ppt
 
Random Clinical Trials
Random Clinical Trials Random Clinical Trials
Random Clinical Trials
 

Recently uploaded

❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...
❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...
❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...Gfnyt.com
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Memriyagarg453
 
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋Sheetaleventcompany
 
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking Models
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking ModelsDehradun Call Girls Service 7017441440 Real Russian Girls Looking Models
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking Modelsindiancallgirl4rent
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...Call Girls Noida
 
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service DehradunDehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service DehradunNiamh verma
 
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋Sheetaleventcompany
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...delhimodelshub1
 
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...delhimodelshub1
 
VIP Kolkata Call Girl New Town 👉 8250192130 Available With Room
VIP Kolkata Call Girl New Town 👉 8250192130  Available With RoomVIP Kolkata Call Girl New Town 👉 8250192130  Available With Room
VIP Kolkata Call Girl New Town 👉 8250192130 Available With Roomdivyansh0kumar0
 
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...soniya singh
 
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real MeetCall Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meetpriyashah722354
 
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012Call Girls Service Gurgaon
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...Vip call girls In Chandigarh
 
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service Gurgaon
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service GurgaonCall Girl Gurgaon Saloni 9711199012 Independent Escort Service Gurgaon
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service GurgaonCall Girls Service Gurgaon
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliHigh Profile Call Girls Chandigarh Aarushi
 
Jalandhar Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...
Jalandhar  Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...Jalandhar  Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...
Jalandhar Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...Call Girls Service Chandigarh Ayushi
 

Recently uploaded (20)

❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...
❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...
❤️♀️@ Jaipur Call Girl Agency ❤️♀️@ Manjeet Russian Call Girls Service in Jai...
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
 
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Mumbai Escort Service Call Girls, ₹5000 To 25K With AC💚😋
 
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking Models
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking ModelsDehradun Call Girls Service 7017441440 Real Russian Girls Looking Models
Dehradun Call Girls Service 7017441440 Real Russian Girls Looking Models
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
 
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service DehradunDehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 9675010100 👄🫦Independent Escort Service Dehradun
 
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
 
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Chandigarh Escort Service Call Girls, ₹5000 To 25K With AC💚😋
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
 
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
Russian Call Girls in Hyderabad Ishita 9907093804 Independent Escort Service ...
 
VIP Kolkata Call Girl New Town 👉 8250192130 Available With Room
VIP Kolkata Call Girl New Town 👉 8250192130  Available With RoomVIP Kolkata Call Girl New Town 👉 8250192130  Available With Room
VIP Kolkata Call Girl New Town 👉 8250192130 Available With Room
 
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
Gurgaon iffco chowk 🔝 Call Girls Service 🔝 ( 8264348440 ) unlimited hard sex ...
 
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real MeetCall Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
Call Girls Chandigarh 👙 7001035870 👙 Genuine WhatsApp Number for Real Meet
 
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012
VIP Call Girls Sector 67 Gurgaon Just Call Me 9711199012
 
Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service LucknowCall Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
 
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service Gurgaon
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service GurgaonCall Girl Gurgaon Saloni 9711199012 Independent Escort Service Gurgaon
Call Girl Gurgaon Saloni 9711199012 Independent Escort Service Gurgaon
 
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service MohaliCall Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
Call Girls in Mohali Surbhi ❤️🍑 9907093804 👄🫦 Independent Escort Service Mohali
 
Jalandhar Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...
Jalandhar  Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...Jalandhar  Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...
Jalandhar Female Call Girls Contact Number 9053900678 💚Jalandhar Female Call...
 

Biases in RCT.pptx

  • 1. Biases in RCT Dr. Ranit Bag PGT in Pharmacology CNMCH
  • 2. Contents Introduction Reasons of bias Randomized control trial Types of bias in RCT Ways to minimize bias Summary
  • 3. Introduction Bias is defined as Any factor or process ( intentional or unintentional) tends to deviate the results or Conclusions of a trial systematically away from the truth It can be postulated that the deviation from the true outcome of the study.
  • 4. Where biases can happen  Study design  Data collection  Process of data analysis  Publication of study
  • 5. Types of study Observational Analytical Descriptive Experimental Randomized control trial Cohort Case control Cross-sectional Case series Case study
  • 6. Reasons of biases Improper and deficient knowledge of the researcher Lack of resource, commitment and proper encouragement Less adherence towards research guidelines
  • 7. Randomized control trial Compares two or more treatment or intervention by estimating the outcome of the study Participants are randomized in different groups Best way to study the safety and efficacy of new treatment
  • 8.
  • 9. Types of biases in RCT 1. Selection bias 2. Ascertainment bias 3. Hawthorne effect 4. Others
  • 10. Selection bias It occurs during identification of study population Study population not included in target population Randomized trial less prone to it
  • 11.
  • 12.
  • 13. Ascertainment bias One or more people involved in trial, know about treatment Drop out cases in case of placebo Analyser may be biased in assessment of outcome(observer bias)
  • 14.
  • 15. Hawthorne effect  Experimental effect is experiment itself and subject at the center of attention  Manifest itself as a spurt or elevation in performance
  • 17. Others  Choice of question bias  Population choice bias  Intervention choice bias  Control group bias  Outcome choice bias  Withdrawal and attrition bias  Selective reporting bias  Publication bias  Miscellaneous types(technology, resource allocation, trial design bias etc.)
  • 19.
  • 20. Allocation concealment Preventing foreknowledge of next allocation and implementation of the sequence .
  • 21. Blinding  Occurs during intervention and outcome of the study  Minimizes ascertainment(performance) and detection bias
  • 22. Sl no Type of bias Methods to reduce bias 1. Selection bias  Allocation concealment(blinding) hides randomization sequence before group allocation and continues upto outcome  Inclusion and exclusion criteria avoid confounding results  Participants from same general population 2. Ascertainment bias  Blinding or masking keeps people unaware about group allocation or interventions 3. Withdrawal and attrition bias  Intension to treat analysis includes enrolment of all study participants  Sensitivity analysis 4. Selective reporting bias  Double blinding  Instrument development, validation and proper data collection 5. Publication bias  Compulsory registration trial
  • 23. Summary Randomized trial, the best way to reduce bias Researcher should assess the risk of bias before any trial(Cochrane approach) Quality of evidence of the trials should be developed by various approach (e.g- GRADE)
  • 24.
  • 25. References www.cebm.net Hernán MA, Robins JM. Causal Inference. London: Chapman & Hall/ CRC; 2017 Heitjan DF. Ignorability and bias in clinical trials. Stat Med. 1999;18:2421–2434 file:///D:/pharmacology/statistics/appf- fm1.pdf