{"id":"W2765144428","doi":"10.1136/bmj.j4619","title":"Payments by US pharmaceutical and medical device manufacturers to US medical journal editors: retrospective observational study","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Payment; Conflict of interest; Observational study; Specialty; Medicine; Family medicine; Actuarial science; Internal medicine; Business; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004476021,0.0005099195,0.0006717098,0.003701602,0.0005920062,0.001568909,0.001017509,0.001299708,0.003479793],"category_scores_gemma":[0.03234448,0.0009513589,0.0009480814,0.005827922,0.0003800021,0.002305478,0.001031161,0.001304901,0.0008633409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187844,"about_ca_system_score_gemma":0.001214468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004076386,"about_ca_topic_score_gemma":0.003895522,"domain_scores_codex":[0.9920596,0.002124414,0.002297171,0.001210366,0.00174006,0.000568314],"domain_scores_gemma":[0.9496531,0.009570807,0.03436432,0.001291884,0.003340951,0.001778862],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003241774,0.0001102833,0.9950343,0.0001372151,0.000210927,0.00008224371,0.0001150234,0.00003755611,0.00002726581,0.00005992728,0.002154668,0.001706369],"study_design_scores_gemma":[0.0001214043,0.0002717845,0.9947131,0.0002099449,0.0002943925,0.0008281487,0.000714892,0.0006897782,0.00009915628,0.00009766313,0.001929093,0.00003063685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890283,0.002494078,0.0005362041,0.0004761418,0.00007916444,0.0001784505,0.00580557,0.00001757904,0.001384457],"genre_scores_gemma":[0.9931468,0.001216068,0.0006754653,0.0004061629,0.0001809813,0.0002783376,0.00368179,0.00001260358,0.0004015763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9987003,"threshold_uncertainty_score":0.02367175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4580942768599468,"score_gpt":0.6020659309180452,"score_spread":0.1439716540580984,"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."}}