{"id":"W2611474599","doi":"","title":"Ways To Attract And Retain Women Faculty And Graduate Students In Engineering","year":2007,"lang":"en","type":"article","venue":"Women in Engineering ProActive Network","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Graduate students; Engineering; Engineering management; Medical education; Engineering ethics; Engineering physics; Sociology; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.008351133,0.0004059143,0.000293287,0.001745186,0.01324788,0.009341997,0.002101125,0.003166056,0.01815652],"category_scores_gemma":[0.01451115,0.000484883,0.0003894772,0.001064823,0.001510269,0.00748506,0.009565474,0.003040933,0.002849422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260383,"about_ca_system_score_gemma":0.01262636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231524,"about_ca_topic_score_gemma":0.01289125,"domain_scores_codex":[0.9953236,0.002078498,0.0001309306,0.0002500754,0.001187028,0.00103001],"domain_scores_gemma":[0.9824342,0.001948514,0.001015296,0.0004925018,0.001367345,0.01274213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003527972,0.004055044,0.04285779,0.0004229099,0.00007072877,0.0005594085,0.02854784,0.0002094338,0.003212108,0.01143573,0.184493,0.7237832],"study_design_scores_gemma":[0.001280145,0.005199178,0.08868955,0.001579921,0.0002610821,0.001274384,0.3749572,0.001741244,0.003686811,0.0328001,0.4882122,0.0003180766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6784291,0.001769064,0.01465898,0.206057,0.005220735,0.001939613,0.0001967491,0.000827682,0.09090115],"genre_scores_gemma":[0.8776162,0.001476352,0.02553192,0.02824686,0.001286791,0.002638472,0.0002028433,0.0001288151,0.06287177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01815652,"threshold_uncertainty_score":0.06073964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784193551493861,"score_gpt":0.2783071857332439,"score_spread":0.2404652502183053,"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."}}