{"id":"W1982433896","doi":"10.1136/bmj.e3952","title":"New UK guidance on industry-health professional collaboration","year":2012,"lang":"en","type":"editorial","venue":"BMJ","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Data science; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.02396491,0.003998196,0.00343074,0.005592693,0.003422728,0.01009509,0.005231382,0.04211144,0.02434366],"category_scores_gemma":[0.1022115,0.001736719,0.003536214,0.003956841,0.00615487,0.01117866,0.004388916,0.03296864,0.02202995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01148026,"about_ca_system_score_gemma":0.01942159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415001,"about_ca_topic_score_gemma":0.03424411,"domain_scores_codex":[0.9548942,0.01406906,0.005775311,0.00240935,0.02085584,0.00199619],"domain_scores_gemma":[0.9103577,0.04587987,0.00622439,0.003550615,0.02644309,0.007544451],"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":[0.000009447217,0.000006068656,0.000005041461,0.0002362403,0.000003439011,0.00002832043,0.00004246351,0.000009205781,0.0000118396,0.0006509162,0.9937848,0.005212219],"study_design_scores_gemma":[0.00002920013,0.00001166755,0.00006361256,0.00124106,0.000009681287,0.00009305366,0.00004043927,0.00001814319,0.0000201593,0.0006681879,0.9977949,0.000009934436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005411762,0.07271159,0.0006259165,0.314122,0.5878336,0.0001520043,0.0002133164,0.0003147627,0.02397269],"genre_scores_gemma":[0.001980202,0.09189165,0.002713014,0.4115815,0.3764067,0.0007753331,0.0004444926,0.0003544599,0.1138526],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04211144,"threshold_uncertainty_score":0.1267401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.360021798769155,"score_gpt":0.6149633584549117,"score_spread":0.2549415596857567,"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."}}