{"id":"W4281751438","doi":"10.1177/00207152221099171","title":"Social selectivity and gender-segregation across fields of study: Comparative evidence from Austria","year":2022,"lang":"en","type":"article","venue":"International Journal of Comparative Sociology","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Mathematics education; Field (mathematics); Psychology; Gender gap; Mathematics; Demographic economics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001744817,0.00008383914,0.0003605494,0.00006763222,0.0006501612,0.00002806747,0.000449574,0.00006481875,0.0002822966],"category_scores_gemma":[0.0001409723,0.00008678839,0.00009817421,0.0001027956,0.0005627159,0.0003285531,0.0002061714,0.0004272067,0.000001772854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461813,"about_ca_system_score_gemma":0.0002519394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351186,"about_ca_topic_score_gemma":0.000677424,"domain_scores_codex":[0.9964782,0.002211301,0.0003763506,0.0001459101,0.0006495237,0.000138715],"domain_scores_gemma":[0.9974306,0.0009975529,0.0007028526,0.00004350726,0.00077929,0.00004615224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004961132,0.0003205746,0.1849721,0.000001496994,0.0005185032,0.000007789296,0.8042785,0.0002966824,0.0002843616,0.007070023,0.001531934,0.0002219371],"study_design_scores_gemma":[0.00144788,0.0006877535,0.5303017,0.000006900132,0.00005904514,0.000004911874,0.4195374,0.0001020879,0.0002577823,0.04635553,0.001098851,0.0001402105],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959876,0.0001798834,0.0009782801,0.001509659,0.0006075942,0.0001385288,0.00005528892,0.000005522726,0.0005376193],"genre_scores_gemma":[0.9995065,0.00001965731,0.00009136363,0.00007936855,0.0002532249,0.00000360615,0.000004978629,0.000001655942,0.00003960773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847412,"threshold_uncertainty_score":0.5000581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4418610993197007,"score_gpt":0.492501335893134,"score_spread":0.05064023657343325,"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."}}