{"id":"W7098607506","doi":"","title":"Forum on Public Policy 1 Ethical Transparency and Government Regulation of Canada's Medical Research Industry","year":2015,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Government regulation; Government (linguistics); Incentive; Medical research; Monopoly; Private sector; Medical care; Public policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0493583,0.001848363,0.001962579,0.003407504,0.02119928,0.03803714,0.00967939,0.1339638,0.03109589],"category_scores_gemma":[0.1062864,0.001428959,0.003080571,0.004359984,0.01898212,0.01097362,0.01089719,0.03901556,0.006339621],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06681164,"about_ca_system_score_gemma":0.2561094,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5462876,"about_ca_topic_score_gemma":0.4741375,"domain_scores_codex":[0.9480385,0.008186627,0.001566614,0.004064559,0.02483543,0.01330825],"domain_scores_gemma":[0.9143198,0.04134907,0.003233309,0.006352007,0.02278575,0.01196013],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002732348,0.00008996474,0.0002318995,0.00008236472,0.000011835,0.0002480317,0.000816536,0.000215525,0.0002237326,0.2518174,0.7372011,0.009034348],"study_design_scores_gemma":[0.00003984777,0.00001400657,0.0006837911,0.0003162493,0.00001035476,0.00003304438,0.0004506654,0.0003404814,0.0001311159,0.02208732,0.9758382,0.00005484845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001469842,0.005199886,0.001167694,0.8138799,0.01115371,0.0003052032,0.0008321338,0.0001809854,0.1658106],"genre_scores_gemma":[0.04230485,0.00349771,0.003736754,0.6969841,0.01014923,0.0005141936,0.0005430485,0.0002748068,0.2419954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9506417,"threshold_uncertainty_score":0.9127688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3846304762029032,"score_gpt":0.3569236968141389,"score_spread":0.02770677938876431,"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."}}