{"id":"W2146235412","doi":"10.1136/jme.2003.005181","title":"Better governance in academic health sciences centres: moving beyond the Olivieri/Apotex Affair in Toronto","year":2004,"lang":"en","type":"article","venue":"Journal of Medical Ethics","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Corporate governance; Public relations; Sociology; Political science; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.02477851,0.0001915611,0.0004398739,0.00006527905,0.0003641215,0.00002219372,0.001126582,0.002132401,0.00147927],"category_scores_gemma":[0.004285198,0.0001315536,0.0001013644,0.0003923464,0.0009783803,0.0003515046,0.0001571419,0.02306111,0.0000129765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257512,"about_ca_system_score_gemma":0.005630586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014055,"about_ca_topic_score_gemma":0.009462945,"domain_scores_codex":[0.993682,0.001982928,0.001222298,0.0002317495,0.002052645,0.0008283418],"domain_scores_gemma":[0.9955953,0.002788013,0.000541051,0.0001120013,0.0001313569,0.0008322897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001879161,0.003213048,0.1221488,0.002087268,0.0003123104,0.003976864,0.07491636,0.007785513,0.001140394,0.3847411,0.03483549,0.3629636],"study_design_scores_gemma":[0.02188823,0.002082165,0.08336914,0.008022256,0.0001448017,0.001903935,0.02392691,0.006200956,0.003420996,0.08575385,0.7619414,0.001345353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2345832,0.02030054,0.00004422087,0.7412889,0.001847415,0.0002348342,0.00001111487,0.00001063437,0.001679166],"genre_scores_gemma":[0.8310511,0.03478306,0.0001182148,0.1331089,0.0008966771,0.000005093442,6.369785e-7,0.000008892049,0.00002739614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7271059,"threshold_uncertainty_score":0.9994335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4264682264886879,"score_gpt":0.6112815323606047,"score_spread":0.1848133058719168,"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."}}