{"id":"W3015527464","doi":"10.1093/acrefore/9780190264093.013.716","title":"School Leadership Challenges in Canada","year":2020,"lang":"en","type":"reference-entry","venue":"Oxford Research Encyclopedia of Education","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Context (archaeology); Indigenous; Political science; Diversity (politics); Scale (ratio); Immigration; Demographics; Public relations; Sociology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.003691055,0.0003358673,0.0005236676,0.002130168,0.0349263,0.01198309,0.002922973,0.002356162,0.0211614],"category_scores_gemma":[0.01005941,0.0004437644,0.000593418,0.005475552,0.00465194,0.002257578,0.005386614,0.005259084,0.001847498],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1466544,"about_ca_system_score_gemma":0.4653499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989869,"about_ca_topic_score_gemma":0.9968923,"domain_scores_codex":[0.9901782,0.0008680991,0.000237199,0.0004490686,0.00278595,0.00548142],"domain_scores_gemma":[0.9725732,0.001364644,0.0008441512,0.0002643561,0.01023314,0.01472046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001034754,0.000274983,0.03571399,0.0009328849,0.00004550469,0.003010067,0.04114183,0.0006027878,0.0003700446,0.07035589,0.6332795,0.214169],"study_design_scores_gemma":[0.00004710064,0.00007244762,0.05373256,0.001228156,0.00002797629,0.000470193,0.106692,0.0004737718,0.0002309819,0.00566351,0.831251,0.0001101867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1801818,0.02911051,0.001039264,0.3720992,0.007064339,0.0003963237,0.001891214,0.0004197312,0.4077977],"genre_scores_gemma":[0.793726,0.0220876,0.002489085,0.03850378,0.0006199502,0.0001727886,0.001206988,0.0002026581,0.1409912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8533456,"threshold_uncertainty_score":0.9897599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3591150887275597,"score_gpt":0.4522366481537583,"score_spread":0.09312155942619865,"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."}}