{"id":"W2254327281","doi":"","title":"PROBLEMS OF PRACTICE: CANADIAN CASES IN LEADERSHIP AND POLIC","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Educational leadership; Best practice; Higher education; Pedagogy; Graduate students; Medical education; Sociology; Public relations; Political science; Engineering ethics; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01166362,0.00079274,0.0005787709,0.004361465,0.05295508,0.009826464,0.004892815,0.006987197,0.00596236],"category_scores_gemma":[0.03559798,0.0007010905,0.0005729254,0.01199355,0.0228199,0.003891546,0.009343334,0.005752976,0.0004596947],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1568093,"about_ca_system_score_gemma":0.2040002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9723808,"about_ca_topic_score_gemma":0.9892132,"domain_scores_codex":[0.9718723,0.009563116,0.0007830645,0.0009244745,0.008810834,0.008046131],"domain_scores_gemma":[0.9801039,0.007216088,0.00176472,0.0009502667,0.005617567,0.004347492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006901256,0.0001562768,0.01155307,0.0004456024,0.00002068843,0.02150088,0.44618,0.001114002,0.0002238129,0.279905,0.1511883,0.08764344],"study_design_scores_gemma":[0.00001879403,0.00002598516,0.007592981,0.000735733,0.00001526905,0.004209816,0.4791915,0.0007368657,0.0002066356,0.01200524,0.4951555,0.0001056977],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3348216,0.02051655,0.006124394,0.1606127,0.003279789,0.000555651,0.0003716672,0.0001916857,0.4735261],"genre_scores_gemma":[0.9524754,0.007539411,0.005665737,0.006334714,0.0001651144,0.0001686664,0.0001047689,0.00007888288,0.0274673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1568093,"threshold_uncertainty_score":0.9779817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583404076294254,"score_gpt":0.4147069022558316,"score_spread":0.2563664946264063,"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."}}