{"id":"W2108096967","doi":"10.1007/bf03351418","title":"Confronting the conflict of interest crisis in medical research","year":2004,"lang":"en","type":"article","venue":"Bioethics News","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Publicity; Context (archaeology); Variety (cybernetics); Public relations; Political science; Commercialization; Clinical trial; Medicine; Law; History","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1533222,0.001085097,0.002574574,0.003489879,0.01173189,0.03322853,0.005067681,0.09113227,0.01313664],"category_scores_gemma":[0.3410587,0.001555789,0.001570319,0.003269553,0.03019542,0.03049638,0.01228002,0.08409701,0.003686548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005651081,"about_ca_system_score_gemma":0.01887539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295785,"about_ca_topic_score_gemma":0.002159191,"domain_scores_codex":[0.9313044,0.03533377,0.004385928,0.003197636,0.01978952,0.005988625],"domain_scores_gemma":[0.5163647,0.389223,0.02376048,0.01024754,0.02230295,0.03810135],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001391743,0.00009483833,0.0009457538,0.0003374779,0.00007713237,0.001807753,0.003305343,0.0002481973,0.0004866109,0.2782313,0.6706307,0.04369585],"study_design_scores_gemma":[0.0002013381,0.00008416201,0.001295279,0.001104062,0.00004042731,0.001163103,0.003047342,0.0006215855,0.0002416984,0.2048728,0.7872403,0.00008788054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004377405,0.003355892,0.0007729977,0.981962,0.007811529,0.000007509655,0.000008322789,0.00001641564,0.005627557],"genre_scores_gemma":[0.03799169,0.006168627,0.002488791,0.8836898,0.06263734,0.0001326892,0.00004217112,0.00006801871,0.006780871],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9088677,"threshold_uncertainty_score":0.8108548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9008429776075795,"score_gpt":0.6898943602228346,"score_spread":0.2109486173847449,"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."}}