{"id":"W3034204205","doi":"10.2196/12813","title":"Profiling Clinical Research Activity at an Academic Medical Center by Using Institutional Databases: Content Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Center for Advancing Translational Sciences; York University","keywords":"Observational study; Medicine; Descriptive statistics; Institutional review board; Clinical research; Inclusion (mineral); Family medicine; Research design; Protocol (science); Gerontology; Pediatrics; Psychology; Alternative medicine; Pathology; Surgery; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.1491085,0.0005251109,0.001802563,0.05470151,0.001511038,0.00583944,0.002256953,0.0007814439,0.00229911],"category_scores_gemma":[0.3126736,0.0007442002,0.001764317,0.07306735,0.001440609,0.004790352,0.004989942,0.0008130489,0.000428626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006514958,"about_ca_system_score_gemma":0.01964637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006188108,"about_ca_topic_score_gemma":0.01178195,"domain_scores_codex":[0.7611095,0.1317804,0.0781431,0.007330751,0.01907261,0.002563676],"domain_scores_gemma":[0.4646226,0.3558208,0.1119321,0.01563543,0.04687705,0.005112028],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007596175,0.0003478139,0.689868,0.0433252,0.002534681,0.0004864921,0.03498814,0.0006407851,0.0009495309,0.005798067,0.009701069,0.2106007],"study_design_scores_gemma":[0.0003931123,0.0007699284,0.7794586,0.04688659,0.003771171,0.0009570498,0.07240196,0.003619328,0.002164579,0.004474432,0.08478408,0.0003191412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7622699,0.06956802,0.04013151,0.008732818,0.0002592868,0.03592981,0.05598551,0.0004400009,0.02668325],"genre_scores_gemma":[0.8450035,0.01660018,0.09554464,0.001395363,0.0001865024,0.02481786,0.01565982,0.0001104284,0.0006817488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9452985,"threshold_uncertainty_score":0.7885705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8731500542269159,"score_gpt":0.6784669036928497,"score_spread":0.1946831505340663,"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."}}