{"id":"W2607161752","doi":"10.1503/cmaj.1095409","title":"Health Canada to increase transparency","year":2017,"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":"Transparency (behavior); Authorization; Internet privacy; Business; Process (computing); Computer science; World Wide Web; Computer security; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02369667,0.00126223,0.0008602738,0.003318052,0.009667335,0.01295335,0.003750757,0.02639576,0.0442648],"category_scores_gemma":[0.08249102,0.001040737,0.002345163,0.002327189,0.003828344,0.004155563,0.006767096,0.01592391,0.007403893],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07643807,"about_ca_system_score_gemma":0.4162022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9075539,"about_ca_topic_score_gemma":0.8887532,"domain_scores_codex":[0.9413756,0.0058611,0.001422936,0.002607328,0.03511662,0.01361636],"domain_scores_gemma":[0.8772824,0.01811027,0.003055262,0.006145497,0.06309582,0.03231067],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003528201,0.00005281633,0.000785476,0.00009500558,0.00001691899,0.0001661769,0.0002238028,0.0001625091,0.0002398662,0.03566051,0.9482475,0.01431407],"study_design_scores_gemma":[0.0001425286,0.00003761698,0.002860334,0.0001908949,0.00001638408,0.00007192837,0.0002250332,0.0003964218,0.0002737018,0.003986203,0.9917535,0.00004554498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00254821,0.002853986,0.001970673,0.7419362,0.01338049,0.000744032,0.003177863,0.001130999,0.2322576],"genre_scores_gemma":[0.03718771,0.002215865,0.008617994,0.7259897,0.002697822,0.0004733121,0.002104997,0.0002723779,0.2204402],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9763033,"threshold_uncertainty_score":0.5545996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2407691721846477,"score_gpt":0.5161096374895529,"score_spread":0.2753404653049052,"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."}}