{"id":"W3164707156","doi":"10.1016/j.gie.2021.05.019","title":"Gender differences in gastroenterology and hepatology authorship and editorial boards","year":2021,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Hepatology; Medicine; Editorial board; Impact factor; Internal medicine; Editor in chief; Family medicine; Gastroenterology; Library science; Management; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008515029,0.0001074778,0.0002335419,0.0000720469,0.0001685226,0.00006054383,0.0001464783,0.0000729215,0.0001353935],"category_scores_gemma":[0.001169659,0.0001099063,0.00002269565,0.0001173686,0.0007061319,0.00009349578,0.00013645,0.0002894845,0.000004268085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004000037,"about_ca_system_score_gemma":0.0001858979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008224777,"about_ca_topic_score_gemma":0.002536367,"domain_scores_codex":[0.9982978,0.0004830296,0.0001473944,0.0002911573,0.0003552419,0.0004254325],"domain_scores_gemma":[0.9992733,0.0003041838,0.0000457469,0.00008008647,0.0000930909,0.0002035663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001646706,0.00003368473,0.9894395,0.00001484435,0.000005446951,0.0001979258,0.002735883,1.588265e-7,0.000541679,0.003544726,0.003114878,0.0002065877],"study_design_scores_gemma":[0.005774898,0.001644639,0.9038677,0.0003302386,0.0001192444,0.002568069,0.04884782,0.00008379196,0.00008068165,0.02405844,0.01216494,0.000459566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892167,0.0001398201,0.000588249,0.002541757,0.0041616,0.000071633,0.00000699858,0.00003326569,0.003239984],"genre_scores_gemma":[0.9904817,0.00008491984,0.005732171,0.0003705102,0.003164708,0.000004608521,0.000004759875,0.000004785879,0.0001518232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08557185,"threshold_uncertainty_score":0.4481849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03558557269294053,"score_gpt":0.2886871153405177,"score_spread":0.2531015426475771,"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."}}