{"id":"W4220803172","doi":"10.3389/fpubh.2022.856167","title":"Development and Preliminary Validation of the Physical Education-Study Process Questionnaire : Insights for Physical Education University Students","year":2022,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Cronbach's alpha; Physical education; Confirmatory factor analysis; Exploratory factor analysis; Psychology; Convergent validity; Context (archaeology); Test (biology); Applied psychology; Structural equation modeling; Medical education; Psychometrics; Mathematics education; Clinical psychology; Mathematics; Medicine; Internal consistency; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005879978,0.0001095697,0.000240786,0.0001878549,0.001243304,0.000008486638,0.0003306647,0.00003273314,0.000006344111],"category_scores_gemma":[0.0001334781,0.00009819455,0.00003281806,0.0005961057,0.00005185855,0.0001977944,0.0001684642,0.0003730686,0.000001131623],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009470015,"about_ca_system_score_gemma":0.01401511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589912,"about_ca_topic_score_gemma":0.00003940523,"domain_scores_codex":[0.9977482,0.001023054,0.0003136047,0.0002889904,0.0003668183,0.0002593354],"domain_scores_gemma":[0.9989882,0.00009418273,0.0003331705,0.0002223471,0.0002087806,0.0001533371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001334804,0.01380396,0.4382664,0.0005312975,0.0000366871,5.928626e-8,0.4574657,0.00002467398,0.000003018214,0.008030693,0.0145785,0.06712554],"study_design_scores_gemma":[0.0008946576,0.0003286638,0.5607932,0.0000905155,0.00001396648,2.971703e-7,0.3459266,0.000371606,0.000008458213,0.002848996,0.08858415,0.0001388801],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896979,0.00004933064,0.0002839719,0.005368496,0.001763564,0.002484556,0.00001023932,0.0000226155,0.0003193316],"genre_scores_gemma":[0.9973875,0.00000418737,0.0003328404,0.0006422281,0.0001785092,0.0006621003,0.000064154,0.00001238061,0.0007160482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1225269,"threshold_uncertainty_score":0.9915745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862202197370593,"score_gpt":0.4398129083694617,"score_spread":0.3811908863957558,"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."}}