{"id":"W4413202167","doi":"10.1007/s11199-025-01609-y","title":"Understanding Occupational Gender Segregation Through Students’ Program Choices and Career Interests","year":2025,"lang":"en","type":"article","venue":"Sex Roles","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council; Fonds de Recherche du Québec-Société et Culture","keywords":"Psychology; Occupational mobility; Social psychology; Career development; Developmental psychology; Demographic economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002032161,0.0000588335,0.00006420742,0.00005226978,0.0004564279,0.0001982369,0.0001273569,0.00005276283,0.00004154711],"category_scores_gemma":[0.00003301178,0.0000585784,0.00002073125,0.0001559656,0.0001162293,0.0002542732,0.0001028137,0.00004723098,0.000003968846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001699381,"about_ca_system_score_gemma":0.000104229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004404917,"about_ca_topic_score_gemma":0.005365154,"domain_scores_codex":[0.9992894,0.00004536398,0.00007256517,0.0001465773,0.0003147766,0.000131306],"domain_scores_gemma":[0.9997991,0.00004961273,0.00002809026,0.00004521495,0.00004798268,0.0000299581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000113121,0.00002636308,0.9262929,0.00001042853,0.00003838791,9.096656e-7,0.02032436,0.000001502831,0.000003289445,0.04852136,0.001957982,0.002811187],"study_design_scores_gemma":[0.0005311453,0.00001527163,0.8684948,0.00004349283,0.00003631746,1.771131e-7,0.06740335,0.00002334298,0.00005172525,0.03348217,0.02974824,0.0001699586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304256,0.0001995587,0.001287915,0.0005582814,0.0003219574,0.0003268898,0.000005362599,0.000131242,0.06674318],"genre_scores_gemma":[0.9976648,0.00003918277,0.0003853606,0.0001479891,0.00004181575,0.000006774311,0.00001342478,0.000001959752,0.001698691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06723919,"threshold_uncertainty_score":0.351052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081225176381833,"score_gpt":0.3940883323281009,"score_spread":0.1859658146899176,"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."}}