{"id":"W4393933371","doi":"10.1080/13603124.2024.2334260","title":"Flourishing among Canada’s outstanding principal award recipients: the critical role of resilience","year":2024,"lang":"en","type":"article","venue":"International Journal of Leadership in Education","topic":"Resilience and Mental Health","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Flourishing; Resilience (materials science); Principal (computer security); Psychology; Sociology; Political science; Environmental ethics; Gerontology; Medicine; Social psychology; Philosophy; Computer science; Computer security","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":[0.002702958,0.0001977073,0.0003029818,0.0006017089,0.01536668,0.003974617,0.0007580214,0.0004963949,0.001711762],"category_scores_gemma":[0.004467334,0.0002092365,0.0001633123,0.0007384754,0.003729774,0.0009854927,0.00382939,0.002520448,0.00009344521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01423586,"about_ca_system_score_gemma":0.05540328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6936879,"about_ca_topic_score_gemma":0.9196963,"domain_scores_codex":[0.9977417,0.0004318351,0.00003328916,0.00009947486,0.0004430194,0.001250675],"domain_scores_gemma":[0.9950514,0.0003056575,0.0004814317,0.00007617515,0.0008057468,0.003279438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001195988,0.0003376408,0.3331234,0.0001690022,0.0000342505,0.001873494,0.5559172,0.0001660039,0.00172193,0.006145167,0.02143745,0.0789549],"study_design_scores_gemma":[0.000008575319,0.00008329358,0.1677032,0.0001242868,0.00001763973,0.0003287586,0.8033769,0.0001274878,0.0002300825,0.0006204951,0.02733936,0.00003995014],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868016,0.0003811364,0.0001538841,0.007889527,0.00008530987,0.00002896566,0.00002869298,0.000008341726,0.004622649],"genre_scores_gemma":[0.9978129,0.0003310952,0.0001366765,0.0003433942,0.00001217881,0.00000601638,0.00001459273,0.000003699373,0.001339501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3063121,"threshold_uncertainty_score":0.6162322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06610099561169834,"score_gpt":0.4197083003166601,"score_spread":0.3536073047049618,"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."}}