{"id":"W7134584429","doi":"","title":"Book Review: Kutsyuruba, B., Cherkowski, S., &amp; Walker, K. (2021). Leadership for flourishing in educational contexts: Canadian Scholars. IDBN 978-1-77338-285-2, Softcover, 340 pages.","year":2022,"lang":"en","type":"article","venue":"Digital Commons - George Fox University (George Fox University)","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Flourishing; Government (linguistics); Work (physics)","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":[0.001065792,0.001222182,0.002249683,0.004727458,0.0009238212,0.003058523,0.002541707,0.002201652,0.08202671],"category_scores_gemma":[0.005753282,0.0005087381,0.0007645196,0.007815666,0.0009534055,0.002336279,0.001291605,0.003019633,0.07648247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003320193,"about_ca_system_score_gemma":0.007402334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02937895,"about_ca_topic_score_gemma":0.07433432,"domain_scores_codex":[0.9992199,0.00006397812,0.00006625085,0.00009990024,0.0004757071,0.00007421039],"domain_scores_gemma":[0.9959278,0.0008700775,0.0002938412,0.00008127624,0.002422422,0.0004045916],"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":[0.000006797633,0.000003296167,0.00002834225,0.001066567,0.000006198873,0.00001514432,0.00001580461,0.00001917158,0.00002907278,0.000294176,0.9482785,0.05023693],"study_design_scores_gemma":[0.000004762476,0.000003353761,0.0001505498,0.001241374,0.00001014337,0.00008384707,0.00002041804,0.000007400597,0.00001998876,0.0001134545,0.9983389,0.000005719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001244271,0.8856773,0.0005183122,0.0327636,0.04115792,0.0001045862,0.00149471,0.0001590928,0.03799995],"genre_scores_gemma":[0.001531754,0.832831,0.0006080556,0.01291827,0.01107849,0.0001336362,0.001623022,0.0001052283,0.1391706],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.970621,"threshold_uncertainty_score":0.2744067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08421396777277093,"score_gpt":0.3143908519739713,"score_spread":0.2301768842012003,"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."}}