{"id":"W2052234474","doi":"10.1371/journal.pmed.1001163","title":"Challenging Medical Ghostwriting in US Courts","year":2012,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Medicine; Medical law; Stern; Medical mycology; Law; Political science; History; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01241322,0.0003059428,0.0007679021,0.0009864931,0.01914185,0.01296336,0.002029896,0.07785536,0.005094368],"category_scores_gemma":[0.05988916,0.0005736059,0.0009368812,0.0009843248,0.01343488,0.007646464,0.006364427,0.03378877,0.001393343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009295436,"about_ca_system_score_gemma":0.01384224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01468221,"about_ca_topic_score_gemma":0.02886714,"domain_scores_codex":[0.9873661,0.004028748,0.0008681962,0.001568069,0.003673535,0.002495429],"domain_scores_gemma":[0.9581087,0.03212861,0.002681804,0.001225022,0.003447785,0.002408006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005539192,0.00009082754,0.002294605,0.00012513,0.00003232239,0.009886718,0.0120947,0.0003463342,0.000709862,0.4260082,0.5218828,0.02647314],"study_design_scores_gemma":[0.0000844699,0.00007194962,0.002278642,0.0008500467,0.00005040322,0.004729231,0.008947831,0.001078202,0.001045087,0.2237393,0.7570116,0.0001132116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007803242,0.003213927,0.0005285707,0.9520981,0.002418157,0.00001251081,0.0000191306,0.00002893407,0.03387737],"genre_scores_gemma":[0.1099187,0.001912774,0.0005197191,0.8669715,0.0055663,0.00003144133,0.00001422558,0.0000223193,0.01504301],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9221447,"threshold_uncertainty_score":0.06744343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5990081889796869,"score_gpt":0.5729266082955257,"score_spread":0.02608158068416122,"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."}}