{"id":"W4225277860","doi":"10.55221/1932-7846.1286","title":"Book Review: Kutsyuruba, B., Cherkowski, S., & 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":"International Christian Community of Teacher Educators Journal","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Redeemer University","funders":"","keywords":"Flourishing; Sociology; Media studies; Political science; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001000326,0.001270392,0.002191811,0.004191688,0.0008108972,0.002585136,0.002326082,0.001956154,0.0757835],"category_scores_gemma":[0.004837492,0.0004979114,0.0007012429,0.00678512,0.0007772833,0.00214359,0.001196809,0.002740518,0.0742927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843236,"about_ca_system_score_gemma":0.006360183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02540735,"about_ca_topic_score_gemma":0.06191964,"domain_scores_codex":[0.9992835,0.00005327082,0.00006533815,0.00009392735,0.0004351668,0.00006891988],"domain_scores_gemma":[0.9960484,0.0006937286,0.0002859009,0.00007174129,0.002498968,0.0004012499],"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":[0.000009289567,0.000004338191,0.00003576149,0.001210015,0.000006855919,0.00001963008,0.00001573416,0.00002115787,0.00004252111,0.0002191532,0.9377463,0.06066917],"study_design_scores_gemma":[0.000005241337,0.00000492255,0.0002064459,0.001265532,0.00001096814,0.0001045916,0.00002063026,0.000007919264,0.00002558321,0.00008393773,0.9982581,0.000006193541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001501522,0.8933038,0.0004719968,0.02570507,0.04479552,0.0001054224,0.00143257,0.0001584818,0.03387704],"genre_scores_gemma":[0.001650978,0.8395106,0.0005983862,0.009372711,0.0115502,0.0001298679,0.001716217,0.00009668577,0.1353743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0757835,"threshold_uncertainty_score":0.253521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054921495765782,"score_gpt":0.3740363691164728,"score_spread":0.2685442195398947,"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."}}