{"id":"W2497426309","doi":"10.55016/ojs/ajer.v49i4.55031","title":"Gender-Role Attitudes, Perceptions of Engineering, and Beliefs About Women in Engineering \"Having it All\": Are Male and Female Engineering Undergraduates Really So Different?","year":2003,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Perception; Psychology; Engineering education; Social psychology; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004643873,0.000311176,0.0003862029,0.0007512727,0.002481106,0.00272782,0.0002835593,0.0009338012,0.003987177],"category_scores_gemma":[0.009198586,0.0002514451,0.0003078141,0.0005248337,0.001952158,0.0011953,0.001213448,0.001535185,0.0004123114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007844122,"about_ca_system_score_gemma":0.001188946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664025,"about_ca_topic_score_gemma":0.03938785,"domain_scores_codex":[0.9984328,0.0006409105,0.00006892644,0.0001198142,0.0003811953,0.0003563535],"domain_scores_gemma":[0.9920117,0.004666349,0.001068771,0.0001574147,0.000868397,0.00122731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002431251,0.000532413,0.5780659,0.0001206326,0.00004283956,0.0004716629,0.3864568,0.00004901294,0.002835752,0.001148591,0.0009763684,0.02905694],"study_design_scores_gemma":[0.00001171515,0.0004425515,0.4753145,0.0001010248,0.00003472558,0.0002485832,0.5176644,0.00008155156,0.0007421421,0.0003783575,0.004951034,0.00002932481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971312,0.000276644,0.00009311139,0.0005968463,0.00003613443,0.00000688891,0.00001630825,8.586826e-7,0.001841893],"genre_scores_gemma":[0.9969537,0.0003746162,0.00007495232,0.0004313202,0.00002570968,0.00001112566,0.00001140215,0.00000214484,0.002114931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01664025,"threshold_uncertainty_score":0.03308678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04987022004142802,"score_gpt":0.3371816830919033,"score_spread":0.2873114630504753,"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."}}