{"id":"W4378650649","doi":"10.7202/1099981ar","title":"Learning Leadership: Leading Growth in a Transactional System","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"University of Lethbridge","keywords":"Transactional leadership; Psychology; Educational leadership; Instructional leadership; Pedagogy; Sociology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003752412,0.00009744474,0.0001352221,0.0008266019,0.0001511137,0.00005758759,0.000107615,0.00008609628,0.001177012],"category_scores_gemma":[0.000174377,0.0000951989,0.00005165076,0.0006535692,0.00007773902,0.0001330415,0.000001532165,0.0002861562,0.0001910852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813325,"about_ca_system_score_gemma":0.002552187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410764,"about_ca_topic_score_gemma":0.001724368,"domain_scores_codex":[0.9989625,0.000124714,0.0003725971,0.0001388705,0.0001339022,0.0002674733],"domain_scores_gemma":[0.9989414,0.0003091275,0.0001498141,0.00004430735,0.0001277794,0.0004275328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006514504,0.0001169118,0.2348984,0.00006771097,0.00006694625,0.00005393906,0.008117349,0.00004938522,0.00004822751,0.7401283,0.01350126,0.002886435],"study_design_scores_gemma":[0.0004844189,0.0002556187,0.9667354,0.00009538876,0.00001069663,0.0006872384,0.0141102,0.00001408807,0.000008765493,0.005499369,0.01194808,0.0001507316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8739597,0.0002360085,0.00002290533,0.08230546,0.00131672,0.0001015223,0.00002308531,0.00001117118,0.04202343],"genre_scores_gemma":[0.9884764,0.000009499797,0.0000633985,0.0005601721,0.0008392096,0.00001481268,0.0000377607,0.000008783929,0.00998997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.734629,"threshold_uncertainty_score":0.9997361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09614982230728641,"score_gpt":0.3985867181793651,"score_spread":0.3024368958720787,"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."}}