{"id":"W1676821916","doi":"10.24908/pceea.v0i0.5904","title":"INITIATIVES FOR ATTRACTING AND RETAINING FEMALE STUDENTS IN MECHANICAL ENGINEERING","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diversity (politics); Gender diversity; Work (physics); Underrepresented Minority; Engineering; Engineering ethics; Engineering management; Marketing; Business; Medical education; Mechanical engineering; Sociology; Management; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007021489,0.0001745088,0.0001964365,0.0003405311,0.00005591596,0.00009998816,0.0002208182,0.0001401197,0.000003181943],"category_scores_gemma":[0.001487269,0.0001900302,0.00004406662,0.0004484561,0.000006059509,0.0002842381,0.00002534498,0.0002418659,0.00000175977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952534,"about_ca_system_score_gemma":0.0003011513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000346593,"about_ca_topic_score_gemma":0.0006085053,"domain_scores_codex":[0.9988838,0.000003715989,0.0003358676,0.0001691359,0.0002740761,0.0003333796],"domain_scores_gemma":[0.9992022,0.0000817437,0.00010992,0.00006700523,0.0002844404,0.0002547026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009048988,0.0001919328,0.8461968,0.001759971,0.0003521148,4.347802e-7,0.01736836,0.09208242,0.005987568,0.02168647,0.0120139,0.002351011],"study_design_scores_gemma":[0.001408539,0.00004989389,0.8780125,0.001023992,0.00008167611,0.00001363916,0.004277999,0.07894671,0.008935845,0.000248028,0.02587115,0.001130035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958413,0.0002016953,0.0001555095,0.0005916257,0.001650127,0.0004708824,0.000009261051,0.0001514116,0.0009282092],"genre_scores_gemma":[0.995543,0.00001433711,0.003905631,0.00005351935,0.0001189115,0.0001637852,0.000006371666,0.00004695017,0.0001475113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03181573,"threshold_uncertainty_score":0.7749206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390693957089096,"score_gpt":0.2439924583765542,"score_spread":0.2300855188056632,"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."}}