{"id":"W4313579855","doi":"10.53967/cje-rce.5923","title":"Book Review: Leadership for flourishing in educational contexts","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flourishing; Educational leadership; Sociology; Pedagogy; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001687297,0.001135219,0.001677468,0.003911736,0.001846644,0.00506313,0.001745446,0.005414406,0.0418335],"category_scores_gemma":[0.006785467,0.0005948696,0.0006712695,0.005890379,0.001923463,0.002596783,0.001416749,0.005045077,0.01804836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006878391,"about_ca_system_score_gemma":0.0134751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03971336,"about_ca_topic_score_gemma":0.1401996,"domain_scores_codex":[0.997995,0.0003925168,0.00009848845,0.0001630061,0.001191164,0.0001598817],"domain_scores_gemma":[0.994787,0.001975664,0.0002440869,0.0001115822,0.002217746,0.0006639566],"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":[0.000002759512,0.000004929426,0.000013122,0.0001442875,0.000002392271,0.000006002903,0.000008553532,0.00001395773,0.000008505905,0.0005774971,0.9905468,0.008671192],"study_design_scores_gemma":[0.00001019336,0.00001068664,0.0002089068,0.0006738295,0.000007391393,0.00004474975,0.0000464237,0.00001768135,0.00001366154,0.0008800429,0.99808,0.000006333182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0001338757,0.6495506,0.0003019836,0.1185086,0.1747194,0.00008329987,0.0002415405,0.00006661194,0.05639406],"genre_scores_gemma":[0.002687347,0.5356839,0.0005088761,0.05744137,0.1035631,0.0001729985,0.0003415641,0.0001155251,0.2994853],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0418335,"threshold_uncertainty_score":0.1399469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1190933050214275,"score_gpt":0.3568211986651058,"score_spread":0.2377278936436783,"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."}}