{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00537329,0.0004164362,0.000560866,0.00009455262,0.002087081,0.0002112193,0.001208443,0.001243792,0.01035731],"category_scores_gemma":[0.004199579,0.0003617349,0.0001073046,0.0001172376,0.0006034468,0.0003924701,0.0006102512,0.005432474,0.0002262432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002783973,"about_ca_system_score_gemma":0.0006918221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009314739,"about_ca_topic_score_gemma":0.00007397046,"domain_scores_codex":[0.9943106,0.00114755,0.0009035381,0.0006765291,0.001957351,0.001004436],"domain_scores_gemma":[0.9941901,0.0006243457,0.000334658,0.0004022522,0.0003020791,0.00414657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006597248,0.0009286115,0.594698,0.00003269966,0.0003772115,0.0008668074,0.0003216988,0.000004467631,0.0001873006,0.00009334069,0.3894107,0.01241945],"study_design_scores_gemma":[0.004428676,0.0004065026,0.4262123,0.00006754027,0.0001995384,0.0003820755,0.0002047685,0.0009168633,0.001303996,0.0002062029,0.5652569,0.0004146891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.860519,0.0002534898,0.0000364777,0.1260268,0.008952893,0.001182992,0.0001383675,0.00006964635,0.002820349],"genre_scores_gemma":[0.946981,0.0002183073,0.00007357537,0.0395988,0.01224204,0.000121678,0.00002311862,0.00003616134,0.000705336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1758461,"threshold_uncertainty_score":0.9998835,"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."}}