{"id":"W2970989457","doi":"10.1016/j.repc.2019.07.005","title":"Authorship: From credit to accountability. Reflections from the Editors’ Network","year":2019,"lang":"en","type":"article","venue":"Revista Portuguesa de Cardiologia","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Journal of Communication (Canada)","funders":"","keywords":"Accountability; Sociology; Political science; 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":["metaresearch"],"category_scores_codex":[0.1910107,0.000959853,0.002139295,0.002432419,0.006841214,0.03807994,0.005605224,0.02820982,0.005907069],"category_scores_gemma":[0.3890723,0.001384898,0.001648981,0.002845678,0.03100712,0.04799753,0.009657863,0.05112492,0.002711548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01358215,"about_ca_system_score_gemma":0.02947971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004924291,"about_ca_topic_score_gemma":0.007996739,"domain_scores_codex":[0.8151355,0.07901067,0.0263337,0.01540351,0.05700474,0.007111778],"domain_scores_gemma":[0.3408735,0.4730844,0.03807497,0.01380593,0.1036968,0.03046436],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008614892,0.00004146942,0.0005944885,0.001495179,0.00005215249,0.0003455075,0.005716483,0.0001489289,0.0001535289,0.05604283,0.8585924,0.07673094],"study_design_scores_gemma":[0.00003818676,0.00004288378,0.0006432246,0.002589358,0.00002329622,0.0006514711,0.003025484,0.0001520733,0.0001776692,0.0354857,0.9570808,0.00008978747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001553024,0.02593354,0.0003396136,0.9451241,0.02715946,0.000004419755,0.00001177332,0.00001598281,0.001255755],"genre_scores_gemma":[0.02240414,0.06520659,0.002381192,0.7821114,0.122651,0.00006035024,0.00004237182,0.0001599659,0.004982931],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9717902,"threshold_uncertainty_score":0.9976278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3723765379386716,"score_gpt":0.5283497024267141,"score_spread":0.1559731644880425,"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."}}