{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008164438,0.0005363932,0.0003633659,0.002496945,0.0112084,0.004504553,0.002850107,0.002493995,0.02559992],"category_scores_gemma":[0.007236552,0.0003154562,0.000611435,0.001575489,0.001898024,0.002038506,0.01101097,0.002853602,0.004214089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003513777,"about_ca_system_score_gemma":0.03098658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215878,"about_ca_topic_score_gemma":0.04246119,"domain_scores_codex":[0.9962083,0.000863546,0.00009210704,0.0002771404,0.0008633833,0.001695452],"domain_scores_gemma":[0.9759337,0.00113601,0.001205768,0.0003964179,0.00265858,0.01866945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001907478,0.002891815,0.09020991,0.000833152,0.00003907028,0.001094742,0.02950593,0.0002064694,0.01091487,0.01466771,0.1679904,0.6814551],"study_design_scores_gemma":[0.0001789717,0.002125095,0.1554888,0.000799338,0.00008085463,0.001003308,0.06853781,0.000537381,0.004044842,0.003864638,0.7632428,0.0000961481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5289588,0.008354039,0.01266969,0.2647741,0.005309414,0.002776412,0.0003417399,0.001060909,0.1757549],"genre_scores_gemma":[0.7101509,0.007164666,0.02530065,0.04975307,0.0031367,0.001929938,0.0005706404,0.00024425,0.2017491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02559992,"threshold_uncertainty_score":0.08564031,"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."}}