{"id":"W2155668936","doi":"10.1177/0263211x000282003","title":"Women Managing/Managing Women","year":2000,"lang":"en","type":"article","venue":"Educational Management & Administration","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Nova scotia; Leadership style; Identification (biology); Administration (probate law); Educational administration; Field (mathematics); Pedagogy; Educational leadership; Psychology; Sociology; Public relations; Political science; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005823064,0.0001967609,0.0001356868,0.00017422,0.0002002805,0.0001013448,0.0002903246,0.00006133018,0.04408127],"category_scores_gemma":[0.000008561603,0.0002206549,0.00003230971,0.0002759077,0.00003784964,0.0001788079,0.000030576,0.0001462806,0.003809848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005000843,"about_ca_system_score_gemma":0.00007201535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001058029,"about_ca_topic_score_gemma":7.267668e-7,"domain_scores_codex":[0.9980742,0.00006382443,0.0003860164,0.0004924872,0.0003669146,0.0006164943],"domain_scores_gemma":[0.9992827,0.00005563361,0.00009819616,0.0003360489,0.00002572001,0.0002017113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002665023,0.0009580996,0.001829952,0.0001374219,0.0004533624,0.00003132895,0.01664922,0.00005949188,0.00002203368,0.3774663,0.1161366,0.4859897],"study_design_scores_gemma":[0.0006801159,0.0001453725,0.1043365,0.00004932349,0.00002170108,0.00001265626,0.008929424,0.00002456129,0.00001553488,0.0326905,0.8526594,0.0004349143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.426678,0.00005962382,0.000110669,0.006576021,0.00229667,0.0002999892,0.000002864291,0.0001064081,0.5638697],"genre_scores_gemma":[0.7000525,0.0000487779,0.0006720328,0.0006785032,0.0005154219,0.0009196466,0.00008127624,0.00001968131,0.2970122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7365228,"threshold_uncertainty_score":0.9969658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02158248117971814,"score_gpt":0.3165599193163413,"score_spread":0.2949774381366232,"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."}}