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Smart Reasoning:

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Qaagi - Book of Why

Causes

Effects

orderto preventbias in the data collection

Caveat to these preliminary conclusions : CHMI ’s data collection methodology and relationships with partner organizations in specific countriesmay resultin data collection biases

a double - blinded studymay causesome bias in the data collection

By helping with experiments , they will learn the skills of designing and implementing controlled , large - scale experiments ( e.g. , what kinds of controls should be implementedto preventbiases during data collection

Separation of data gathering from data analysisto preventbias from corrupting the data collection

the purposive sampling method used in the earlier studymight have createdsome bias in data collection

Retrospective nature of these studiesmight also contributeto biases in data collection

actionsto preventbiases in data collection

decisions ... in turncreatesbiased data collection

data ... checklistmay causebias in data collection

Data collectorsTo preventbias in data collection

the processesinfluencingthe bias behind data collection

the geographic and temporal cover provided by citizen scientists is unregulatedcan resultin data collection bias

faulty survey ... measurement scalescreatebias in the data collected

faulty survey ... the use of measurement scalescreatebias in the data collected

Furthermore , CHMI ’s focus on private care delivery and its relationships with partner organizations in specific countriesmay have resultedin data collection biases

The outcome assessor would also be blindedto preventany bias in data collection

The data collection staff remained blind to the allocationto preventbias in data collection

The analysis of smartphones apps ... laptopsmay causebias in data collection

what steps were takento preventbias in the collection of data

which could helpto discoverbias in the data collection process

many waysto createbias in data

retrospective datapossibly leadingto data collection bias

Attempts in the pasthave ledto bias in data collection

evaluating all teethto preventany bias in data collection

Also , for completers , the daily monitoring may become burdensomecan causea bias in the data collection

Measuresto preventbias during the data collection

to specifically address the matter of obesity as a risk factor of drug - induced cardiotoxicitythus leadingto a possible bias in data collection

the increased use of prescribed medications in mothers of children with ASDmay have resultedfrom a bias in data collection

to an erroneous conclusion.[24ledto an erroneous conclusion.[24

to biased datasets , which in turn produces biased algorithms that invent biased results and solutionsleadsto biased datasets , which in turn produces biased algorithms that invent biased results and solutions

to the incorrect resultsledto the incorrect results

from lower usage of digital tools by some population segmentsresultfrom lower usage of digital tools by some population segments

This distribution shift(passive) is typically caused byThis distribution shift

from : survey questions that are constructed with a particular slantcan resultfrom : survey questions that are constructed with a particular slant

the rise of ISIScausingthe rise of ISIS

to analytic models and artificial intelligence ( AI ) algorithms that are effective for only those advantaged populationscould leadto analytic models and artificial intelligence ( AI ) algorithms that are effective for only those advantaged populations

to models with low error ratescan leadto models with low error rates

to biased interpretation of the treatment effectmay leadto biased interpretation of the treatment effect

systems(passive) most commonly caused bysystems

bias in decisions about whether or not a patient has had an outcome of interest Data analystsTo preventbias in decisions about whether or not a patient has had an outcome of interest Data analysts

Methodological absences(passive) caused byMethodological absences

Those are new life skills that are useful in the developed worldsetsThose are new life skills that are useful in the developed world

the predominance of ischemic disease(passive) is caused bythe predominance of ischemic disease

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Smart Reasoning:

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