{"id":"W2063442116","doi":"10.1371/journal.pmed.0030198","title":"Disease Mongering in Drug Promotion: Do Governments Have a Regulatory Role?","year":2006,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Disease; Health policy; Promotion (chess); Drug; Public health; Medicine; Public economics; Political science; Environmental health; Business; Pharmacology; Politics; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006834943,0.0002486559,0.0003310251,0.0001062582,0.0001699053,0.000008352714,0.0002236867,0.0002686171,0.003133724],"category_scores_gemma":[0.0001458167,0.0002224421,0.0000488807,0.0002066574,0.0003046442,0.0001388465,0.00007449278,0.001432404,0.00009447736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296394,"about_ca_system_score_gemma":0.0000839539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001204882,"about_ca_topic_score_gemma":0.0000669165,"domain_scores_codex":[0.9976643,0.0003949622,0.0005193698,0.0004039856,0.0004301382,0.0005872931],"domain_scores_gemma":[0.9987324,0.0002055959,0.0001210134,0.0002413416,0.00005687718,0.0006428002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001155099,0.002768085,0.922644,0.0006989025,0.0001446566,0.001120679,0.001529278,0.0004800201,0.02791105,0.006054331,0.02359568,0.01189818],"study_design_scores_gemma":[0.01533915,0.0003929306,0.639712,0.001593689,0.0008167348,0.00004843339,0.001838868,0.02122121,0.03679897,0.01671315,0.2641729,0.001352023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574026,0.003007106,0.000003693091,0.01373412,0.0005994259,0.000653066,0.0000425765,0.0001089711,0.02444841],"genre_scores_gemma":[0.992415,0.0001488342,0.00001509088,0.002025427,0.001507022,0.0001155499,0.00004151151,0.00002680786,0.003704738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.282932,"threshold_uncertainty_score":0.9977775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2780838944923604,"score_gpt":0.4896377759051745,"score_spread":0.2115538814128141,"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."}}