{"id":"W4306743131","doi":"10.1016/j.athoracsur.2022.09.046","title":"Authorship Trends and Disparities in Cardiothoracic Surgery","year":2022,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiothoracic surgery; Odds; Logistic regression; Odds ratio; MEDLINE; Demography; Surgery; Internal medicine","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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.00162843,0.00009338855,0.0002017736,0.002852281,0.000931123,0.001471847,0.0004499972,0.0007688426,0.006871463],"category_scores_gemma":[0.01448734,0.0001538783,0.0003149645,0.005470839,0.0004868133,0.001658546,0.001292622,0.001031418,0.0003607639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006819424,"about_ca_system_score_gemma":0.002009936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236959,"about_ca_topic_score_gemma":0.02742196,"domain_scores_codex":[0.9982353,0.0003904258,0.0002851809,0.0002633639,0.0003088897,0.0005167485],"domain_scores_gemma":[0.98149,0.00378033,0.007466026,0.0006530441,0.002246596,0.004364087],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003467875,0.00005272761,0.9895891,0.00004163245,0.00003851066,0.00004106649,0.0008203749,0.00003066609,0.00008375145,0.0009748848,0.00144381,0.006848929],"study_design_scores_gemma":[0.000007765328,0.00003223013,0.991252,0.0001033347,0.00002197262,0.0001392868,0.003906098,0.0001693292,0.00006668037,0.0009295366,0.003363605,0.00000806249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764853,0.003527248,0.0001855163,0.01104308,0.0003053922,0.000009608433,0.001833942,0.000007944443,0.006601916],"genre_scores_gemma":[0.9965742,0.001159619,0.00008687416,0.0004494428,0.0002457974,0.000005968419,0.0005732951,0.000006361911,0.0008984477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983715,"threshold_uncertainty_score":0.02459514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970900084283133,"score_gpt":0.4032054063769273,"score_spread":0.2061153979486139,"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."}}