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Outcome-Adaptive Lasso: Variable Selection for Causal Inference

Biometrics, 2017-12, Vol.73 (4), p.1111-1122

2017

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Empirical evaluation of internal validation methods for prediction in large-scale clinical data with rare-event outcomes: a case study in suicide risk prediction

BMC medical research methodology, 2023-02, Vol.23 (1), p.33-33, Article 33

2023

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Risk of suicide attempt and suicide death following completion of the Patient Health Questionnaire depression module in community practice

The journal of clinical psychiatry, 2016-02, Vol.77 (2), p.221-227

2016

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Zelen design clinical trials: why, when, and how

Trials, 2021-08, Vol.22 (1), p.541-541, Article 541

2021

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Estimating the effect of long-term physical activity on cardiovascular disease and mortality: evidence from the Framingham Heart Study

Heart (British Cardiac Society), 2013-05, Vol.99 (9), p.649-654

2013

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Cognitive-Behavioral Treatment for Comorbid Insomnia and Osteoarthritis Pain in Primary Care: The Lifestyles Randomized Controlled Trial

Journal of the American Geriatrics Society (JAGS), 2013-06, Vol.61 (6), p.947-956

2013

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Renin–Angiotensin–Aldosterone System Inhibitors and COVID-19 Infection or Hospitalization: A Cohort Study

American journal of hypertension, 2021-04, Vol.34 (4), p.339-347

2021

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Maternal and neonatal outcomes of antihypertensive treatment in pregnancy: A retrospective cohort study

PloS one, 2022-05, Vol.17 (5), p.e0268284

2022

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Principles and procedures for data and safety monitoring in pragmatic clinical trials

Trials, 2019-12, Vol.20 (1), p.690-8, Article 690

2019

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Rejoinder to “Reader reaction to ‘Outcome‐adaptive Lasso: Variable selection for causal inference’ by Shortreed and Ertefaie (2017)”

Biometrics, 2023-03, Vol.79 (1), p.521-525

2023

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The effect of program design on engagement with an internet-based smoking intervention: randomized factorial trial

Journal of medical Internet research, 2013-03, Vol.15 (3), p.e69-e69

2013

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Racial/Ethnic Disparities in the Performance of Prediction Models for Death by Suicide After Mental Health Visits

JAMA psychiatry (Chicago, Ill.), 2021-07, Vol.78 (7), p.726

2021

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Predicting Suicide Attempts and Suicide Deaths Following Outpatient Visits Using Electronic Health Records

The American journal of psychiatry, 2018-10, Vol.175 (10), p.951-960

2018

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Complex modeling with detailed temporal predictors does not improve health records-based suicide risk prediction

NPJ digital medicine, 2023-03, Vol.6 (1), p.47-47, Article 47

2023

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NO UNMEASURED CONFOUNDING: KNOWN UNKNOWNS OR… NOT?

American journal of epidemiology, 2023-09, Vol.192 (9), p.1604-1605

2023

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Identifying hypertensive disorders of pregnancy, a comparison of two epidemiologic definitions

Frontiers in cardiovascular medicine, 2022-11, Vol.9, p.1006104-1006104

2022

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Positive Predictive Values and Potential Success of Suicide Prediction Models

JAMA psychiatry (Chicago, Ill.), 2019-08, Vol.76 (8), p.868

2019

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Effect of Offering Care Management or Online Dialectical Behavior Therapy Skills Training vs Usual Care on Self-harm Among Adult Outpatients With Suicidal Ideation: A Randomized Clinical Trial

JAMA : the journal of the American Medical Association, 2022-02, Vol.327 (7), p.630

2022

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Informing sequential clinical decision-making through reinforcement learning: an empirical study

Machine learning, 2011-07, Vol.84 (1-2), p.109-136

2011

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Variable selection in regression‐based estimation of dynamic treatment regimes

Biometrics, 2023-06, Vol.79 (2), p.988-999

2023

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Challenges and Opportunities for Using Big Health Care Data to Advance Medical Science and Public Health

American journal of epidemiology, 2019-05, Vol.188 (5), p.851-861

2019

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Short-term improvement in insomnia symptoms predicts long-term improvements in sleep, pain, and fatigue in older adults with comorbid osteoarthritis and insomnia

Pain (Amsterdam), 2014-08, Vol.155 (8), p.1547-1554

2014

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Can the Risk of Severe Depression-Related Outcomes Be Reduced by Tailoring the Antidepressant Therapy to Patient Characteristics?

American journal of epidemiology, 2021-07, Vol.190 (7), p.1210-1219

2021

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Using multiple imputations to accommodate time-outs in online interventions

Journal of medical Internet research, 2013-11, Vol.15 (11), p.e252-e252

2013

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Association of levels of opioid use with pain and activity interference among patients initiating chronic opioid therapy: a longitudinal study

Pain (Amsterdam), 2016-04, Vol.157 (4), p.849-857

2016

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Outcome-Adaptive Lasso: Variable Selection for Causal Inference

Empirical evaluation of internal validation methods for prediction in large-scale clinical data with rare-event outcomes: a case study in suicide risk prediction

Risk of suicide attempt and suicide death following completion of the Patient Health Questionnaire depression module in community practice

Zelen design clinical trials: why, when, and how

Estimating the effect of long-term physical activity on cardiovascular disease and mortality: evidence from the Framingham Heart Study

Cognitive-Behavioral Treatment for Comorbid Insomnia and Osteoarthritis Pain in Primary Care: The Lifestyles Randomized Controlled Trial

Renin–Angiotensin–Aldosterone System Inhibitors and COVID-19 Infection or Hospitalization: A Cohort Study

Maternal and neonatal outcomes of antihypertensive treatment in pregnancy: A retrospective cohort study

Principles and procedures for data and safety monitoring in pragmatic clinical trials

Rejoinder to “Reader reaction to ‘Outcome‐adaptive Lasso: Variable selection for causal inference’ by Shortreed and Ertefaie (2017)”

The effect of program design on engagement with an internet-based smoking intervention: randomized factorial trial

Racial/Ethnic Disparities in the Performance of Prediction Models for Death by Suicide After Mental Health Visits

Predicting Suicide Attempts and Suicide Deaths Following Outpatient Visits Using Electronic Health Records

Complex modeling with detailed temporal predictors does not improve health records-based suicide risk prediction

NO UNMEASURED CONFOUNDING: KNOWN UNKNOWNS OR… NOT?

Identifying hypertensive disorders of pregnancy, a comparison of two epidemiologic definitions

Positive Predictive Values and Potential Success of Suicide Prediction Models

Effect of Offering Care Management or Online Dialectical Behavior Therapy Skills Training vs Usual Care on Self-harm Among Adult Outpatients With Suicidal Ideation: A Randomized Clinical Trial

Informing sequential clinical decision-making through reinforcement learning: an empirical study

Variable selection in regression‐based estimation of dynamic treatment regimes

Challenges and Opportunities for Using Big Health Care Data to Advance Medical Science and Public Health

Short-term improvement in insomnia symptoms predicts long-term improvements in sleep, pain, and fatigue in older adults with comorbid osteoarthritis and insomnia

Can the Risk of Severe Depression-Related Outcomes Be Reduced by Tailoring the Antidepressant Therapy to Patient Characteristics?

Using multiple imputations to accommodate time-outs in online interventions

Association of levels of opioid use with pain and activity interference among patients initiating chronic opioid therapy: a longitudinal study

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