{"id":"W4400410612","doi":"10.1109/educon60312.2024.10578634","title":"Factors Influencing Women's Underrepresentation in Engineering: A Literature Review at EDUCON","year":2024,"lang":"en","type":"review","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Engineering","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":[0.0004577714,0.0002535865,0.0007405369,0.000303695,0.00009016423,0.0001562686,0.0002415191,0.0002292705,0.0004441351],"category_scores_gemma":[0.0001760285,0.000191771,0.0002400373,0.001335195,0.00002375556,0.0002093278,0.0001869421,0.0003070829,0.0001358057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001992524,"about_ca_system_score_gemma":0.0004752567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704637,"about_ca_topic_score_gemma":0.0004032779,"domain_scores_codex":[0.9986038,0.0001005914,0.0003066197,0.0003358882,0.0003485753,0.0003044815],"domain_scores_gemma":[0.9995227,0.0001100092,0.00007991598,0.0001309954,0.00003805989,0.0001183073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002145426,0.00004226539,0.0009766169,0.4740306,0.0003331354,0.0002051469,0.1069416,9.700974e-7,1.1708e-7,0.006288135,0.06349696,0.3476823],"study_design_scores_gemma":[0.00001841534,0.000001960155,0.00002118965,0.06719875,0.0001128189,7.690751e-7,0.0006990686,1.251097e-7,2.892664e-8,0.00002176745,0.931712,0.0002130725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008993983,0.9915228,6.907687e-7,0.00006876535,0.0005843886,0.0005799821,0.000008604447,0.0001031393,0.007041639],"genre_scores_gemma":[0.00001448087,0.9894857,0.00001132597,0.00007208684,0.00008910336,0.00004017298,0.00009904059,0.00001392268,0.01017421],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8682151,"threshold_uncertainty_score":0.7820195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08949003598342309,"score_gpt":0.3683815011675729,"score_spread":0.2788914651841498,"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."}}