{"id":"W4404685489","doi":"10.1002/pds.70048","title":"Core Concepts in Pharmacoepidemiology: New‐User Designs","year":2024,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; GlaxoSmithKline (Canada)","funders":"National Institute on Aging; National Institutes of Health; Wellcome Trust","keywords":"Pharmacoepidemiology; Medicine; Core (optical fiber); Pharmacology; Engineering","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","research_integrity"],"category_scores_codex":[0.0398593,0.001487096,0.01037212,0.0004659531,0.0001523388,0.00002244386,0.0009612307,0.00160699,0.001581322],"category_scores_gemma":[0.1701731,0.001072594,0.001226187,0.0007327294,0.001000518,0.000108436,0.0007286905,0.004638493,0.0005606207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709221,"about_ca_system_score_gemma":0.0006443736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007751862,"about_ca_topic_score_gemma":0.00002137595,"domain_scores_codex":[0.9652309,0.02450142,0.006294842,0.002226443,0.000251223,0.001495162],"domain_scores_gemma":[0.6518979,0.345344,0.001303372,0.0006783746,0.00006038764,0.000715949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001559918,0.00009304543,0.0000882903,0.01219568,0.0006802675,0.0001759784,0.00008894216,0.000001378773,6.748399e-7,0.09216467,0.2864887,0.6078664],"study_design_scores_gemma":[0.0008979606,0.00003269253,0.000004021048,0.004587445,0.003246722,0.00007999896,0.000009011738,0.0001020315,7.257476e-7,0.3916851,0.598731,0.0006233105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002476278,0.9695563,0.02019506,0.001651444,0.004099857,0.002336051,0.0005070709,0.0003346386,0.001317149],"genre_scores_gemma":[0.000002649013,0.8336859,0.1596396,0.002124547,0.001749668,0.0002818468,0.00004905192,0.0001787474,0.002288011],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6072431,"threshold_uncertainty_score":0.9997878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8501668821614412,"score_gpt":0.6983936277080788,"score_spread":0.1517732544533624,"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."}}