{"id":"W7113542144","doi":"","title":"Advancing Women: Transforming Engineering Education","year":2011,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering education; Women in science; Health systems engineering; Professional association; Leadership development; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005542042,0.0001198148,0.00012541,0.000189229,0.0003705998,0.00004390041,0.0002881798,0.000140084,0.0007972546],"category_scores_gemma":[0.00009169869,0.0001379028,0.00005395707,0.0005015205,0.0000580333,0.0004381744,0.00004362199,0.0001837129,0.00007626587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003752159,"about_ca_system_score_gemma":0.0002970942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000500744,"about_ca_topic_score_gemma":0.0002111008,"domain_scores_codex":[0.9988939,0.00001938489,0.0001472714,0.0002040814,0.0002610824,0.0004742528],"domain_scores_gemma":[0.9995432,0.00003347733,0.00004433949,0.0001435035,0.00006093262,0.0001745292],"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":[0.00009485472,0.0004017798,0.03026247,0.0001209374,0.00009198432,0.00003136525,0.3616385,0.00002145806,0.002681858,0.1037316,0.008757413,0.4921658],"study_design_scores_gemma":[0.0004978896,0.00006386969,0.01181261,0.0002111705,0.00003372939,0.00000499278,0.05367731,0.00005320854,0.003908616,0.00455835,0.9242146,0.0009636831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673508,0.0002103479,0.009516057,0.000437555,0.001696777,0.000467058,0.000003250479,0.0009933116,0.2193248],"genre_scores_gemma":[0.9903266,0.00008825611,0.007452428,0.0001299399,0.0001561775,0.00003406586,0.000003136412,0.00001548573,0.001793891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9154572,"threshold_uncertainty_score":0.8729378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010728377161733,"score_gpt":0.223780096974165,"score_spread":0.213051719812432,"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."}}