{"id":"W2041184211","doi":"10.1111/j.1742-1241.2010.02416.x","title":"Enhancing transparency and efficiency in reporting industry-sponsored clinical research: report from the Medical Publishing Insights and Practices initiative","year":2010,"lang":"en","type":"article","venue":"International Journal of Clinical Practice","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pfizer; GlaxoSmithKline; Amgen","keywords":"Medicine; Transparency (behavior); Publishing; Medical education; Accounting; Public relations","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4101617,0.001686267,0.001907738,0.01180294,0.004019186,0.02955786,0.007068865,0.01890572,0.004923053],"category_scores_gemma":[0.4992073,0.001789288,0.004012747,0.01559287,0.01007369,0.0153784,0.01695349,0.01769437,0.002525533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01622524,"about_ca_system_score_gemma":0.09046993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01607062,"about_ca_topic_score_gemma":0.009824952,"domain_scores_codex":[0.5939934,0.1517772,0.04481107,0.0108091,0.1866587,0.01195052],"domain_scores_gemma":[0.1799075,0.545866,0.08347247,0.02796706,0.1260571,0.03672983],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008544531,0.001735117,0.02425797,0.003726176,0.0005206722,0.0008361204,0.006033191,0.0009455043,0.0009295212,0.02753307,0.3220695,0.6105587],"study_design_scores_gemma":[0.0009795938,0.001523191,0.07973897,0.01362335,0.0007237759,0.001966566,0.005000035,0.004080364,0.005214264,0.02398974,0.8625407,0.0006195154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01257255,0.04715445,0.01168778,0.8860811,0.005580012,0.001498326,0.001473718,0.0009260044,0.03302604],"genre_scores_gemma":[0.1954832,0.1745437,0.136483,0.4329858,0.03029282,0.003382774,0.008453568,0.001569676,0.0168055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5898383,"threshold_uncertainty_score":0.7273756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8250282652439906,"score_gpt":0.7341353549746614,"score_spread":0.09089291026932922,"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."}}