{"id":"W4408870639","doi":"10.21125/inted.2025.0533","title":"LEADERSHIP DEVELOPMENT IN PHYSICAL EDUCATION TEACHER EDUCATION (PETE): EXAMINING INNOVATIVE PEDAGOGY THROUGH PHYSICAL HEALTH EDUCATION CANADA STUDENT CHAPTERS","year":2025,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Physical education; Pedagogy; Teacher education; Psychology; Physical health; Mathematics education; Sociology; Medical education; Medicine; Mental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004457532,0.0003544924,0.000505428,0.0003714183,0.0004937708,0.00003566648,0.0003623308,0.0001379097,0.0000791579],"category_scores_gemma":[0.0004551531,0.0003561004,0.00003767539,0.001569646,0.00008690415,0.0004106106,0.000114635,0.001248585,0.00006270827],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003720714,"about_ca_system_score_gemma":0.06460962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1219736,"about_ca_topic_score_gemma":0.04324465,"domain_scores_codex":[0.9971783,0.0001775369,0.000815585,0.0006667839,0.0004347607,0.000727094],"domain_scores_gemma":[0.9977766,0.0002174385,0.0004968581,0.00019901,0.001118032,0.0001920069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000105811,0.006063522,0.06180921,0.001145224,0.00007009663,1.524954e-7,0.4168556,0.000002075879,0.001260823,0.113333,0.1099771,0.2893773],"study_design_scores_gemma":[0.000581529,0.0001086016,0.2216734,0.001926812,0.00002109236,0.00000109367,0.5312891,0.00007760654,0.0006840628,0.002401408,0.2407602,0.0004750617],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141431,0.0001667099,0.00005203078,0.01949225,0.002478026,0.001356074,0.000002647711,0.00008935102,0.06221979],"genre_scores_gemma":[0.9677587,0.00000883241,0.0003510569,0.01841216,0.001024455,0.001516715,0.00011986,0.00003689517,0.0107713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889023,"threshold_uncertainty_score":0.9998891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381891124855031,"score_gpt":0.5079727722619117,"score_spread":0.3697836597764086,"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."}}