{"id":"W4377939032","doi":"10.1001/jamasurg.2023.1667","title":"Gender Disparities in Medical Industry Payments","year":2023,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003692145,0.0001726234,0.000442512,0.0003551344,0.0001905594,0.000155387,0.000639307,0.003521665,0.003054387],"category_scores_gemma":[0.002376723,0.0001726518,0.0001558833,0.0005231979,0.0005271465,0.0001778003,0.0002035747,0.004341967,0.0003339947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876541,"about_ca_system_score_gemma":0.0009850704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007510931,"about_ca_topic_score_gemma":0.0006419786,"domain_scores_codex":[0.9949095,0.0004907632,0.0003066872,0.0003204305,0.003283461,0.0006891948],"domain_scores_gemma":[0.9976313,0.001834427,0.00009641015,0.0001994482,0.00006108505,0.0001773474],"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":[0.000002719325,0.00001223105,0.1059467,0.00007254006,0.00002748376,0.004266361,0.0009343833,9.217757e-8,1.10107e-8,0.00007520013,0.8858212,0.002841053],"study_design_scores_gemma":[0.0001050706,0.000002138246,0.01501776,0.0003382155,0.00001662675,0.000001805488,0.002923965,7.12924e-7,2.153838e-7,0.0005704011,0.9808242,0.0001988613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01169685,0.0001854925,0.000001000975,0.9487333,0.005736535,0.0001107745,0.00004923491,0.0001386199,0.03334825],"genre_scores_gemma":[0.00688915,0.0009327625,0.000002123883,0.9480909,0.01306255,0.00002334421,0.0003241973,0.00003108943,0.03064393],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.095003,"threshold_uncertainty_score":0.9990981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09453594576864781,"score_gpt":0.3194168318105933,"score_spread":0.2248808860419454,"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."}}