{"id":"W4403764014","doi":"10.24908/pceea.2023.17102","title":"Gender Parity and Program Choice: Which Engineering Programs Women Students Prefer to Enter","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Parity (physics); Mathematics education; Psychology; Physics; Particle physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001370859,0.0001018477,0.0002258921,0.000636415,0.0005287509,0.001262114,0.0003534137,0.0004335867,0.009027375],"category_scores_gemma":[0.006465784,0.0001081,0.0002460766,0.000674249,0.0003913023,0.0006824102,0.0006628077,0.0008496046,0.0009086919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005289097,"about_ca_system_score_gemma":0.0006455776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02085206,"about_ca_topic_score_gemma":0.04792061,"domain_scores_codex":[0.9993234,0.000165054,0.00002311284,0.00008179755,0.0001191879,0.0002875114],"domain_scores_gemma":[0.9958463,0.001313311,0.00111305,0.0001205545,0.0003328636,0.001273883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002030111,0.0001285404,0.9830026,0.00001632489,0.00002074023,0.00003927765,0.001507051,0.0001074358,0.0004876303,0.0005265523,0.0009524933,0.01300829],"study_design_scores_gemma":[0.000009754116,0.00009445132,0.9919868,0.00002878002,0.000008872402,0.00003281101,0.005091891,0.0003350948,0.0002162885,0.0002808738,0.001906481,0.000007826568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969131,0.000136005,0.0001313708,0.0005468014,0.00001052618,0.000006064476,0.0002579313,0.000002936703,0.001995272],"genre_scores_gemma":[0.9983726,0.00005734658,0.00005738799,0.00009133942,0.000007683519,0.00000446402,0.0002031041,0.000003375875,0.001202687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02085206,"threshold_uncertainty_score":0.04146135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335743342886472,"score_gpt":0.2375487361563331,"score_spread":0.2241913027274684,"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."}}