{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005921893,0.0001933743,0.0001782379,0.0002644337,0.00003660948,0.00006929008,0.00008835113,0.0001173772,0.00002019528],"category_scores_gemma":[0.00004079023,0.0002140703,0.00002324545,0.0002635294,0.00001476202,0.0003160098,0.00001841089,0.000291626,0.000002630804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008777877,"about_ca_system_score_gemma":0.0000157776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008080108,"about_ca_topic_score_gemma":0.00004595275,"domain_scores_codex":[0.9989482,0.000009481966,0.0002858565,0.0002093585,0.0001074624,0.0004396039],"domain_scores_gemma":[0.9995643,0.00006636704,0.00002124796,0.0001701705,0.00002129488,0.0001565697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000103514,0.0001721945,0.1208812,0.0007403132,0.00005093183,0.00002701969,0.007498912,0.8167204,0.01340746,0.001294079,0.00002170005,0.03917544],"study_design_scores_gemma":[0.0003602789,0.00003227756,0.0396903,0.0001220463,0.00001291378,0.0001029894,0.002889341,0.9529058,0.001570741,0.000008333034,0.001719996,0.000584991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8914699,0.0004178092,0.104524,0.000006257436,0.0002414105,0.0001401908,4.007882e-7,0.0005202901,0.002679802],"genre_scores_gemma":[0.9352252,0.0000186722,0.06442413,0.00001261358,0.0001970872,0.000007429721,0.000009962373,0.00005814271,0.00004675606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1361855,"threshold_uncertainty_score":0.8729532,"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."}}