{"id":"W4283368594","doi":"10.29173/ijll18","title":"The Quadratic Pathways Model to Promote Principals' Self-efficacy and Resilience in Low-socioeconomic Schools in Alberta","year":2022,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Disengagement theory; Socioeconomic status; Psychology; Psychological resilience; Agency (philosophy); Self-efficacy; Social psychology; Pedagogy; Sociology; Population; Social science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002053707,0.0001172579,0.0001539024,0.0003409112,0.000285669,0.0001052595,0.0005330079,0.00004878977,0.00005197325],"category_scores_gemma":[0.0003122704,0.000108061,0.00004214716,0.0001327299,0.00003337654,0.0002000845,0.0001001848,0.001194602,0.00002988935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008053389,"about_ca_system_score_gemma":0.0002091852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715644,"about_ca_topic_score_gemma":0.001130517,"domain_scores_codex":[0.998104,0.0003054607,0.0005407949,0.0002967695,0.0002670887,0.0004858237],"domain_scores_gemma":[0.9990679,0.0005114691,0.0001819417,0.0001030264,0.00003080121,0.000104868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001933977,0.0009505117,0.1941212,0.00006280187,0.00006212472,0.0001711575,0.1432435,0.5920888,0.0006977197,0.01242793,0.0002823394,0.05395794],"study_design_scores_gemma":[0.01488678,0.002493206,0.2612667,0.001351152,0.0000168738,0.001095065,0.271968,0.421376,0.0001774416,0.01239492,0.0118007,0.001173093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881268,0.0001643718,0.000122678,0.01004949,0.0005990967,0.0005281378,0.00000200749,0.000008996987,0.0003984063],"genre_scores_gemma":[0.9969732,0.00003365666,0.0002241283,0.0007155098,0.00007757362,0.0001998435,0.000002587785,0.00001793938,0.001755529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1707128,"threshold_uncertainty_score":0.5190019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0843270518504695,"score_gpt":0.386614674848182,"score_spread":0.3022876229977125,"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."}}