{"id":"W3024258853","doi":"10.1007/978-3-030-43597-4_8","title":"Evaluating Learning-Centred Leadership","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Rubric; Accountability; Order (exchange); Computer science; Institution; Knowledge management; Political science; Management science; Engineering ethics; Sociology; Mathematics education; Psychology; Engineering; Business; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003811786,0.0005518042,0.0005282719,0.001071099,0.0004354732,0.003730471,0.0008471112,0.000828306,0.01621978],"category_scores_gemma":[0.009256593,0.0001786336,0.0002256017,0.001206156,0.0008825055,0.001971962,0.001058516,0.0009540242,0.004319517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002605036,"about_ca_system_score_gemma":0.002315311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652535,"about_ca_topic_score_gemma":0.008756858,"domain_scores_codex":[0.9964532,0.001291237,0.00006868431,0.00009035419,0.001969763,0.0001269374],"domain_scores_gemma":[0.9957991,0.002754825,0.000150581,0.0001740765,0.000982479,0.0001390093],"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":[0.00003224553,0.00007875171,0.0008013145,0.0003702888,0.00002218757,0.00007347715,0.0003634451,0.007347506,0.0008687694,0.1641977,0.1104969,0.7153473],"study_design_scores_gemma":[0.00001919801,0.0002045396,0.006846106,0.002016703,0.00003355045,0.0002822924,0.001404705,0.02533248,0.006120118,0.4628585,0.4948213,0.00006052659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006578746,0.01451289,0.08369155,0.003261807,0.00106481,0.0002417819,0.0002020956,0.0004030754,0.8900433],"genre_scores_gemma":[0.1997494,0.02148178,0.1111496,0.001431297,0.0006344283,0.0003799449,0.0007883302,0.0003720281,0.6640132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01621978,"threshold_uncertainty_score":0.05426049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8060100564351427,"score_gpt":0.5434709869061345,"score_spread":0.2625390695290082,"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."}}