{"id":"W1530178108","doi":"10.1186/s12940-015-0035-6","title":"Scientific journals and conflict of interest disclosure: what progress has been made?","year":2015,"lang":"en","type":"article","venue":"Environmental Health","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Conflict of interest; Political science; Medicine; Law","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":[0.06874143,0.0008124189,0.001860225,0.008250287,0.00535516,0.02932892,0.00305354,0.0165704,0.01027272],"category_scores_gemma":[0.1773988,0.0007660037,0.001497689,0.01511789,0.02165684,0.03834021,0.006645908,0.01596119,0.004055603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008734289,"about_ca_system_score_gemma":0.0331191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005859414,"about_ca_topic_score_gemma":0.007764763,"domain_scores_codex":[0.9514812,0.02249525,0.004952987,0.002251719,0.01662431,0.002194584],"domain_scores_gemma":[0.5878834,0.2976226,0.03797905,0.009837806,0.04951996,0.01715723],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001076036,0.0001618447,0.003855033,0.007994665,0.0001044185,0.0003813888,0.003112839,0.0002598269,0.00009275595,0.1180267,0.2091037,0.6567994],"study_design_scores_gemma":[0.00003546079,0.0001009921,0.003747679,0.01882499,0.00009025539,0.001262899,0.00692429,0.0001815164,0.0001588067,0.05124993,0.9173024,0.0001206511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004677615,0.3718998,0.0005097558,0.6058647,0.01690368,0.000008919857,0.00003422929,0.00002978758,0.004281423],"genre_scores_gemma":[0.02082576,0.8201952,0.00274457,0.1127033,0.04080219,0.00003440387,0.0001182826,0.00004604942,0.002530172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9834296,"threshold_uncertainty_score":0.3635437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7381502610402877,"score_gpt":0.5694203808626579,"score_spread":0.1687298801776298,"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."}}