{"id":"W2995828702","doi":"","title":"Factors impacting females' decision to pursue mathematics-related careers: A case study approach","year":2010,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Mathematics; Management science; Computer science; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002976896,0.000534856,0.0003456454,0.0008953285,0.008018409,0.002551984,0.000990422,0.001529606,0.003876253],"category_scores_gemma":[0.004079395,0.0002788906,0.0002957986,0.0007896064,0.002112564,0.001489892,0.002604137,0.001163448,0.0003180171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387527,"about_ca_system_score_gemma":0.002189038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008563344,"about_ca_topic_score_gemma":0.02192662,"domain_scores_codex":[0.9976053,0.001455283,0.00005224064,0.000149167,0.0002287992,0.0005091329],"domain_scores_gemma":[0.9968053,0.002023731,0.0003082784,0.00008722908,0.0002617073,0.000513897],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002485029,0.0007655864,0.06675439,0.0002247612,0.00001915796,0.02189933,0.8526208,0.0004571492,0.005194445,0.009023786,0.002424093,0.04036803],"study_design_scores_gemma":[0.00001345918,0.0003039224,0.006551095,0.0001532294,0.00001294506,0.003386626,0.9704268,0.0004694115,0.001280984,0.0005037874,0.01687433,0.0000235214],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915798,0.0001492358,0.001550972,0.001074757,0.00002279033,0.00009163591,0.00004420979,0.000004983833,0.005481605],"genre_scores_gemma":[0.9934788,0.0003807492,0.001572898,0.0002229374,0.00001423635,0.0001030897,0.00002047131,0.000005447695,0.004201381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970231,"threshold_uncertainty_score":0.01732278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07326725629067975,"score_gpt":0.3001127505101073,"score_spread":0.2268454942194276,"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."}}