{"id":"W4400136995","doi":"10.4324/9780367766924-ress124-1","title":"Models-based Practice in Physical Education","year":2024,"lang":"en","type":"reference-entry","venue":"","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical education; Computer science; Psychology; Data science; Medical education; Mathematics education; 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":[0.01699677,0.0007801812,0.0007774723,0.002802121,0.003814204,0.01502892,0.002760445,0.00603299,0.01252311],"category_scores_gemma":[0.01939692,0.000579833,0.0008671953,0.003913199,0.01931496,0.009145026,0.009047139,0.006699854,0.004009899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0135189,"about_ca_system_score_gemma":0.01974639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115192,"about_ca_topic_score_gemma":0.01536562,"domain_scores_codex":[0.9801236,0.0133263,0.0009072153,0.0008318179,0.004102822,0.0007082103],"domain_scores_gemma":[0.9819511,0.01318979,0.0006784041,0.001545999,0.001522176,0.001112524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001096772,0.00008003846,0.0003654877,0.0004843422,0.00001056136,0.0001479745,0.007337622,0.002648944,0.0001070028,0.8967287,0.01954822,0.07253013],"study_design_scores_gemma":[0.00001407268,0.00004829328,0.0002560358,0.00239291,0.000008117487,0.0001740412,0.003872853,0.001418038,0.000184121,0.4610674,0.5305356,0.00002839603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006000686,0.02576991,0.1568092,0.08493508,0.00283927,0.0003879197,0.0001398219,0.0004345046,0.7226836],"genre_scores_gemma":[0.4458976,0.05669327,0.3137861,0.01115513,0.001451257,0.001490897,0.0004021014,0.0007475716,0.1683761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01699677,"threshold_uncertainty_score":0.09808695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551455249516698,"score_gpt":0.5599448458995888,"score_spread":0.404799320947919,"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."}}