{"id":"W4410550785","doi":"10.1080/08924562.2025.2469556","title":"Principles of Assessment and Instruction for Quality Pedagogy and Learning in Secondary Physical and Health Education: A Snapshot from British Columbia","year":2025,"lang":"en","type":"article","venue":"Strategies","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snapshot (computer storage); Pedagogy; Mathematics education; Physical education; Psychology; Medical education; Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003407101,0.0003220786,0.0002877777,0.001839528,0.01353228,0.006102893,0.001695664,0.001136569,0.002197951],"category_scores_gemma":[0.003158298,0.0004600376,0.0001767086,0.002931474,0.003286099,0.0009312814,0.003218151,0.002655642,0.0003675591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1039882,"about_ca_system_score_gemma":0.2904443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9872241,"about_ca_topic_score_gemma":0.9966018,"domain_scores_codex":[0.9969848,0.000577314,0.0001709358,0.0002025139,0.001168298,0.0008962462],"domain_scores_gemma":[0.9935977,0.0005288763,0.0001443956,0.0001158032,0.003646134,0.001967103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009442383,0.0007141996,0.07321184,0.001168012,0.00001726221,0.002273201,0.1186727,0.001434934,0.005737707,0.02610393,0.05901634,0.7115554],"study_design_scores_gemma":[0.00003218291,0.0001803622,0.2465723,0.002753525,0.00002665386,0.001033169,0.1725854,0.000986575,0.001958885,0.003294478,0.5703603,0.0002161717],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5337583,0.02532986,0.01066897,0.09458581,0.0005745815,0.001744783,0.001092485,0.0004720234,0.3317733],"genre_scores_gemma":[0.8388178,0.01573676,0.02846008,0.006119452,0.00003849319,0.0005389776,0.0005278048,0.0001630787,0.1095975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039882,"threshold_uncertainty_score":0.754491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161500039782225,"score_gpt":0.5492550234408929,"score_spread":0.4331050194626704,"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."}}