{"id":"W4400696905","doi":"10.1002/wjs.12292","title":"Author's reply: Conflict of interest disclosure by US cardiothoracic surgeons","year":2024,"lang":"en","type":"letter","venue":"World Journal of Surgery","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Alberta","funders":"","keywords":"Cardiothoracic surgery; Vascular surgery; Cardiac surgery; Abdominal surgery; Medicine; General surgery; Surgery","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0052559,0.0007347711,0.002378381,0.001255794,0.0001976966,0.00007440119,0.0006963676,0.002276718,0.003420125],"category_scores_gemma":[0.0005406024,0.0006385572,0.001671654,0.0009380356,0.0006564067,0.000225034,0.0001822203,0.02173207,0.0001222261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002779907,"about_ca_system_score_gemma":0.001004492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005604463,"about_ca_topic_score_gemma":0.00002172474,"domain_scores_codex":[0.9924498,0.002444482,0.002825533,0.0005487439,0.0006173741,0.001114071],"domain_scores_gemma":[0.9910642,0.005180511,0.001904128,0.0004824784,0.0006001124,0.0007685686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004318511,0.0001509453,0.01562191,0.001786751,0.001941417,0.006826629,0.0001307897,0.00001121049,0.0006322362,0.00004616319,0.967263,0.005157052],"study_design_scores_gemma":[0.0002934198,0.00006772562,0.0003197938,0.001280695,0.00140321,0.0007770872,0.00003756202,0.00001812234,0.003729753,0.0002147682,0.9913141,0.0005437863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02772676,0.03631497,0.000008983074,0.9089987,0.02204643,0.0003653945,0.001867464,0.00008393288,0.002587326],"genre_scores_gemma":[0.27928,0.004377061,0.00002266052,0.652942,0.01263629,0.00002672828,0.0003589063,0.0002510622,0.05010525],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2560568,"threshold_uncertainty_score":0.9996065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5937092053682775,"score_gpt":0.5351840176192424,"score_spread":0.05852518774903515,"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."}}