{"id":"W2108232541","doi":"","title":"AC 2007-2256: ATTRACTING AND RETAINING FEMALES IN ENGINEERING PROGRAMS: USING AN STSE APPROACH","year":2007,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Engineering education; Sociology; Pedagogy; Higher education; Engineering; Engineering ethics; Political science; Engineering management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007773435,0.0002385824,0.0002722045,0.001366592,0.00660272,0.005042279,0.001550615,0.001302946,0.01859176],"category_scores_gemma":[0.009796413,0.0002649566,0.0002543469,0.001466384,0.002007402,0.002516574,0.005621681,0.00123787,0.002124512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005622456,"about_ca_system_score_gemma":0.02045849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02355787,"about_ca_topic_score_gemma":0.08464412,"domain_scores_codex":[0.9962929,0.001530152,0.00008112202,0.0001665526,0.0009329837,0.0009962342],"domain_scores_gemma":[0.9927104,0.001474037,0.0003904223,0.0002143038,0.0009408239,0.004270141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000305559,0.001969421,0.05568384,0.0003511638,0.00001716967,0.0006025512,0.07684141,0.0004333665,0.002641904,0.007169397,0.05243702,0.8015473],"study_design_scores_gemma":[0.0002469591,0.002983974,0.2761802,0.0006067878,0.00004968426,0.0007343912,0.4541605,0.003214067,0.002792046,0.00493303,0.2540023,0.00009605832],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8230285,0.0006112942,0.006431919,0.03788382,0.0004504832,0.0012486,0.0002562351,0.0002241272,0.1298651],"genre_scores_gemma":[0.9176873,0.0008636182,0.008498193,0.002994037,0.0001575508,0.0007831512,0.0001562823,0.00005981786,0.06880005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02355787,"threshold_uncertainty_score":0.06219566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0930290329350588,"score_gpt":0.3163904468773567,"score_spread":0.2233614139422979,"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."}}