{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002425179,0.0001574715,0.0002249574,0.0002130127,0.00009922952,0.00007593501,0.0001519463,0.00008416734,0.000006679123],"category_scores_gemma":[0.0001367935,0.0001818966,0.0000134876,0.0006735603,0.00002852978,0.0002004202,0.0001576892,0.0002416618,0.000002425571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075165,"about_ca_system_score_gemma":0.00003048978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002296084,"about_ca_topic_score_gemma":0.0002501744,"domain_scores_codex":[0.9982775,0.00001768929,0.0001768952,0.0002806734,0.0003339308,0.0009133206],"domain_scores_gemma":[0.9994462,0.0001322161,0.00002689604,0.00006953811,0.00002557845,0.0002995293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001462664,0.00007238847,0.6944696,0.00006713613,0.00008284216,0.00007805199,0.2764781,0.02239713,0.00006002485,0.001622806,0.0001309377,0.00439466],"study_design_scores_gemma":[0.0005128501,0.00003863568,0.9874864,0.00006846287,0.000002675574,7.600979e-7,0.008054964,0.0004825713,0.00001696119,0.0001722305,0.002859016,0.000304453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971686,0.00004544282,0.001110061,0.00003910551,0.0001560874,0.0003742316,0.000002453972,0.00006727842,0.001036746],"genre_scores_gemma":[0.9984506,0.00003773269,0.001161805,0.000029256,0.0001210255,0.00004888113,0.000002104137,0.0000134579,0.000135088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2930168,"threshold_uncertainty_score":0.7417527,"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."}}