{"id":"W6980223743","doi":"","title":"Beyond Persistence: Increasing the Representation of Women Faculty and Leaders in Academic Surgery","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrutiny; Health care; Obligation; Transformative learning; Realm; Equity (law); Social work; Higher education; Curriculum","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":[0.010611,0.0002658835,0.0003732177,0.00236802,0.008611716,0.008462867,0.00177934,0.001804977,0.008553974],"category_scores_gemma":[0.03455864,0.0002907002,0.0003069268,0.001819065,0.008056796,0.006248488,0.0127465,0.002682417,0.0006873777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006410242,"about_ca_system_score_gemma":0.01342112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01500659,"about_ca_topic_score_gemma":0.03600568,"domain_scores_codex":[0.9890959,0.004577939,0.0002871656,0.0008364064,0.00210296,0.003099821],"domain_scores_gemma":[0.9782329,0.007313064,0.005152894,0.0008681212,0.00219146,0.006241636],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001214195,0.0000796129,0.130799,0.00020119,0.00002152245,0.0005337996,0.735236,0.00003183163,0.001318347,0.009281334,0.01401887,0.1083571],"study_design_scores_gemma":[0.00001759856,0.0001633372,0.05341798,0.0003521245,0.00001929566,0.0004794067,0.8786268,0.0001205001,0.0005402224,0.003529207,0.06269895,0.00003464983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345473,0.001734288,0.001526264,0.04328272,0.0005418259,0.0000653191,0.00006795695,0.00003434284,0.01819999],"genre_scores_gemma":[0.9899962,0.0006211888,0.0003367046,0.004246531,0.0002021607,0.00004299746,0.00003322009,0.00002379101,0.004497088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.989389,"threshold_uncertainty_score":0.056117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2225450680904962,"score_gpt":0.3295945047146833,"score_spread":0.1070494366241871,"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."}}