{"id":"W1853187152","doi":"10.1080/1360080x.2015.1102820","title":"Small wins: an initiative to promote gender equity in higher education","year":2015,"lang":"en","type":"article","venue":"Journal of Higher Education Policy and Management","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine and Dentistry, University of Alberta","keywords":"Gender equity; Equity (law); Higher education; Political science; Audit; Public relations; Demographic economics; Economic growth; Business; Economics; Accounting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02061115,0.0005458093,0.0002633156,0.001340158,0.006191587,0.006355411,0.002745026,0.002357407,0.0137769],"category_scores_gemma":[0.01479513,0.0003936452,0.0004546833,0.0009288892,0.004520226,0.004921245,0.01458393,0.003864705,0.001434768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003777394,"about_ca_system_score_gemma":0.03348502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006176015,"about_ca_topic_score_gemma":0.02068182,"domain_scores_codex":[0.9886391,0.005486421,0.0001891485,0.0006336758,0.002946236,0.002105347],"domain_scores_gemma":[0.9792466,0.005778849,0.001105548,0.001726975,0.001764816,0.01037725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005745279,0.003340446,0.01597692,0.0007531869,0.00006886839,0.001115795,0.02652831,0.001050091,0.007016077,0.2374872,0.1395855,0.5665031],"study_design_scores_gemma":[0.000613653,0.002459829,0.04086408,0.000350992,0.00007829546,0.0006537468,0.04934717,0.002847564,0.01306274,0.07240608,0.8171654,0.0001504045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3877978,0.001483965,0.05197229,0.1441772,0.004072471,0.004691193,0.0005780463,0.002755585,0.4024715],"genre_scores_gemma":[0.736734,0.0005804506,0.06053818,0.02036838,0.0005294664,0.001976797,0.0003756631,0.000379303,0.1785177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02061115,"threshold_uncertainty_score":0.1090035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4308485614476337,"score_gpt":0.4556736578925049,"score_spread":0.02482509644487119,"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."}}