{"id":"W4409605096","doi":"10.61091/jcmcc127b-337","title":"A study on modeling the association between students’ psychological changes and athletic performance in physical education based on numerical computational methods","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"AI and Multimedia in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Association (psychology); Physical education; Psychology; Mathematics education; Computer science; Applied psychology; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002935378,0.0001986079,0.0004681611,0.0002730494,0.0002484894,0.0002673353,0.0005569207,0.00009767354,2.582672e-7],"category_scores_gemma":[0.0006338352,0.000145418,0.00006005145,0.0004880789,0.00002794893,0.0001223077,0.0001670702,0.0005631737,7.010025e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049721,"about_ca_system_score_gemma":0.0001506396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003147194,"about_ca_topic_score_gemma":9.535929e-8,"domain_scores_codex":[0.9977525,0.0004598205,0.0005821784,0.0002662422,0.0007314082,0.0002078108],"domain_scores_gemma":[0.9962072,0.002689575,0.0005193861,0.0002112011,0.0002957589,0.00007685637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002815325,0.02362655,0.1039774,0.0002417772,0.0003377043,0.000008241268,0.02686848,0.03440261,0.00003715727,0.6624027,0.0001387253,0.1476771],"study_design_scores_gemma":[0.003190401,0.002024313,0.03864685,0.0003650727,0.00007611889,0.000003730442,0.0007178014,0.7719586,0.00002485167,0.1827698,0.00003068728,0.0001917833],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163001,0.00002742797,0.0769169,0.0009436848,0.005172439,0.0004178778,2.40752e-7,0.0000178209,0.0002034913],"genre_scores_gemma":[0.9883369,0.000004880452,0.01092861,0.000125299,0.0005810655,0.00001215958,6.505082e-7,0.000008244316,0.000002242924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.737556,"threshold_uncertainty_score":0.5929976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366751833604294,"score_gpt":0.384891513164307,"score_spread":0.3512239948282641,"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."}}