{"id":"W1519488660","doi":"10.1002/pds.2196","title":"Study design for a comprehensive assessment of biologic safety using multiple healthcare data systems","year":2011,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; Kaiser Permanente; Agency for Healthcare Research and Quality; U.S. Department of Health and Human Services","keywords":"Medicine; Medicaid; Adverse effect; Pharmacoepidemiology; Health care; Cohort; Retrospective cohort study; Cohort study; Population; Confounding; Managed care; Family medicine; Intensive care medicine; Medical prescription; Environmental health; Internal medicine; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00443414,0.0002181726,0.00100114,0.0001096908,0.0002733391,0.000003929713,0.000239845,0.00009074464,0.00002578588],"category_scores_gemma":[0.0006846878,0.0001633086,0.00007054641,0.0001036407,0.0002963259,0.000117571,0.0002344972,0.0002855158,0.000001380265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004480874,"about_ca_system_score_gemma":0.0001931561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717949,"about_ca_topic_score_gemma":0.00005867494,"domain_scores_codex":[0.9955143,0.002535309,0.0008314109,0.0005388781,0.0001219692,0.0004581153],"domain_scores_gemma":[0.9950557,0.003687574,0.0002788803,0.0004990233,0.0002475038,0.0002312672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006784154,0.0009328841,0.976554,0.0005206128,0.001023145,0.00004369886,0.001538652,0.0002235984,0.002314448,0.001391301,0.001246487,0.007426999],"study_design_scores_gemma":[0.02728975,0.004199374,0.5578656,0.0006050441,0.0002399435,0.0004269361,0.009923343,0.3870669,0.0004233466,0.0006400811,0.01062022,0.0006994051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7926411,0.03369204,0.1623832,0.001244293,0.000687195,0.008004738,0.001044128,0.0001542081,0.0001490617],"genre_scores_gemma":[0.9677293,0.01249806,0.01913144,0.0002935611,0.000069176,0.00008278064,0.0001684136,0.00001843547,0.00000885578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4186884,"threshold_uncertainty_score":0.6659532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4233778294419681,"score_gpt":0.4775713201476968,"score_spread":0.05419349070572871,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}