{"id":"W1976222546","doi":"10.1371/journal.pmed.1000359","title":"Doctors and Drug Companies: Still Cozy after All These Years","year":2010,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; Drug; Quality (philosophy); Alternative medicine; Family medicine; Business; Pharmaceutical industry; Drug industry; Marketing; Pharmacology; Engineering; Engineering ethics","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"],"consensus_categories":[],"category_scores_codex":[0.01545979,0.001046858,0.003040267,0.001464465,0.005494741,0.007805332,0.002589837,0.05422594,0.01271237],"category_scores_gemma":[0.08134702,0.00130253,0.00206734,0.002363146,0.008348977,0.01771999,0.004261552,0.04765281,0.007269303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008368863,"about_ca_system_score_gemma":0.008336003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01242164,"about_ca_topic_score_gemma":0.02800517,"domain_scores_codex":[0.9815269,0.006678224,0.00258485,0.002520082,0.005605354,0.001084667],"domain_scores_gemma":[0.8781853,0.08174908,0.007127908,0.002976416,0.01607319,0.01388812],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001121025,0.0000455119,0.001059192,0.0003995752,0.00008900529,0.001076051,0.0005601323,0.00004729484,0.0001397203,0.003272175,0.9676826,0.02551655],"study_design_scores_gemma":[0.0002174047,0.0001467255,0.002885845,0.001826497,0.0001016938,0.003059523,0.003720817,0.000205442,0.0001657789,0.01905143,0.9684369,0.0001819398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001384947,0.002916345,0.00004842995,0.9897431,0.006838256,0.000002094918,0.00001369248,0.000006855425,0.0002927931],"genre_scores_gemma":[0.001996793,0.003811181,0.0001847644,0.9707631,0.02161541,0.00001247414,0.00001353814,0.000009084419,0.001593616],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9845402,"threshold_uncertainty_score":0.08176017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3987631787400605,"score_gpt":0.5189395473378808,"score_spread":0.1201763685978203,"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."}}