{"id":"W4406886897","doi":"10.5206/cjsotlrcacea.2024.3.17715","title":"The Emergence of Formalized Educational Leadership in Higher Education","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of British Columbia; MacEwan University","funders":"","keywords":"Pedagogy; Sociology; Educational leadership; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01233774,0.0002662374,0.0005190186,0.004607744,0.006732641,0.009133294,0.001267209,0.0007572284,0.001525473],"category_scores_gemma":[0.02773425,0.0003272144,0.0003827379,0.01069279,0.01459394,0.002913389,0.003947265,0.002488379,0.000147358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07451125,"about_ca_system_score_gemma":0.1646639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8083498,"about_ca_topic_score_gemma":0.9184583,"domain_scores_codex":[0.982091,0.004031233,0.0008307095,0.001351968,0.008407446,0.003287557],"domain_scores_gemma":[0.9642338,0.0123448,0.00460849,0.002077011,0.01382207,0.002913829],"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":[0.00009264889,0.00006447254,0.02994157,0.004731415,0.0001058552,0.001135015,0.09450331,0.001147551,0.001083983,0.3319333,0.01489901,0.520362],"study_design_scores_gemma":[0.00005056937,0.0001860857,0.2359098,0.01029892,0.0001137833,0.0007427229,0.08105759,0.001217918,0.001756914,0.05571631,0.612689,0.0002604875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3738614,0.1160494,0.04242064,0.05267334,0.001379213,0.0009501156,0.001566832,0.0003866635,0.4107124],"genre_scores_gemma":[0.9801424,0.00970506,0.00492955,0.001465408,0.00004950359,0.00006035245,0.0001854144,0.00002586736,0.003436422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8083498,"threshold_uncertainty_score":0.5406195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300869081677778,"score_gpt":0.3726272995965734,"score_spread":0.2425403914287956,"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."}}