{"id":"W3180517263","doi":"10.1111/vsu.13676","title":"Occupational segregation by gender in veterinary specialties: Who we are choosing, or who is choosing us","year":2021,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Veterinary medicine; Family medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009787631,0.0004376846,0.000803396,0.0004075105,0.001154399,0.00008074138,0.0001748224,0.0003206724,0.004718029],"category_scores_gemma":[0.0007260707,0.0004347706,0.0001926264,0.0008752126,0.00009881497,0.001215253,0.0003478707,0.0007507901,0.0004647107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004811091,"about_ca_system_score_gemma":0.00118532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001983132,"about_ca_topic_score_gemma":0.00002797529,"domain_scores_codex":[0.9952281,0.001335417,0.001214303,0.000798293,0.0005246442,0.0008992761],"domain_scores_gemma":[0.9957898,0.002369215,0.0006750674,0.0006114816,0.0003485412,0.0002058938],"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":[0.001901413,0.0005292239,0.3973105,0.001386506,0.0001605194,0.001306359,0.01550019,0.000007241982,0.003197531,0.00002825087,0.5722564,0.006415815],"study_design_scores_gemma":[0.000541539,0.000174852,0.4089519,0.00121243,0.00002685651,0.0002929747,0.01045231,0.00005491285,0.00006553066,0.0001143631,0.577615,0.0004973446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850425,0.002796296,0.00006500572,0.004925544,0.003342356,0.0004046665,0.0001701647,0.0001289251,0.003124612],"genre_scores_gemma":[0.966206,0.006794485,0.0006303675,0.008511624,0.001466168,0.0004151405,0.0003206225,0.0001208833,0.01553471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01883643,"threshold_uncertainty_score":0.9998104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4326000181130998,"score_gpt":0.483588146276457,"score_spread":0.05098812816335718,"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."}}