{"id":"W2345266127","doi":"10.1503/cmaj.109-5223","title":"Pushback on drug ads","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Prescription drug; Medicine; Constipation; Medical prescription; Gray (unit); Drug Company; Computer science; Family medicine; Pharmacology; Surgery; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002527168,0.0007300176,0.0004999238,0.002042642,0.003923401,0.008511847,0.001131734,0.007542457,0.2298753],"category_scores_gemma":[0.01511323,0.0004726807,0.0009398731,0.001365019,0.001623571,0.005454386,0.002503591,0.008169011,0.0877885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002600676,"about_ca_system_score_gemma":0.002675495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01056054,"about_ca_topic_score_gemma":0.01401073,"domain_scores_codex":[0.9954538,0.0005901744,0.0001625279,0.0003835253,0.002791719,0.0006181287],"domain_scores_gemma":[0.9918887,0.002621529,0.0005241188,0.0004664834,0.002607688,0.001891353],"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":[0.00003281571,0.00003373457,0.0003557073,0.00005496662,0.000005324416,0.0001205109,0.000144985,0.000009646101,0.0002773074,0.008665181,0.9657844,0.0245154],"study_design_scores_gemma":[0.000009891945,0.00001921376,0.000635666,0.00004227639,0.000003993704,0.00009850744,0.0001888885,0.00002411017,0.0001833045,0.000642578,0.9981408,0.00001087541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.005515155,0.004216345,0.0008513081,0.1624869,0.04045956,0.0001324903,0.00251391,0.001377219,0.7824472],"genre_scores_gemma":[0.03261184,0.002855213,0.0008289008,0.2500203,0.01407474,0.00007997964,0.001242308,0.000542776,0.697744],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2298753,"threshold_uncertainty_score":0.7690094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2095823355910672,"score_gpt":0.4933156319570624,"score_spread":0.2837332963659952,"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."}}