{"id":"W4412657095","doi":"10.23977/aetp.2025.090409","title":"Differential Impact Pathways of Sports Types on College Students' Mental Health","year":2025,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Education of Zhejiang Province","keywords":"Mental health; Differential (mechanical device); Psychology; Applied psychology; Mathematics education; Engineering; Psychiatry","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":[0.0004697642,0.0001005757,0.0002695059,0.0008074354,0.0002836052,9.016558e-7,0.0002085986,0.0002406383,0.0004172582],"category_scores_gemma":[0.0001654694,0.00008578962,0.0000214109,0.0006088295,0.0002493807,0.00003561108,0.00006386223,0.0005931403,0.00001603612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124209,"about_ca_system_score_gemma":0.0006647374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001981167,"about_ca_topic_score_gemma":0.00005050268,"domain_scores_codex":[0.998532,0.0002249665,0.0004345038,0.0002753897,0.0001349072,0.0003982577],"domain_scores_gemma":[0.9990683,0.0004562592,0.0001388091,0.0002171871,0.00005309811,0.00006632635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002403825,0.0003692951,0.7354715,0.0001170809,0.00001205524,8.026323e-7,0.0002689849,8.542381e-7,0.00003620195,0.2330238,0.005163044,0.02529598],"study_design_scores_gemma":[0.001120948,0.000320627,0.7463068,0.000321999,0.000001930951,0.000002978939,0.0005717752,0.000003806731,0.00001647453,0.2278252,0.02343826,0.00006919487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411888,0.004460193,0.00008578337,0.04330087,0.001487698,0.0006209441,0.00007233895,0.00002672499,0.008756644],"genre_scores_gemma":[0.9923626,0.004488828,0.0002043996,0.002047568,0.00004832148,0.0001226895,0.00002988731,0.000005863958,0.0006898249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05117382,"threshold_uncertainty_score":0.4568685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258061698858169,"score_gpt":0.5350498044981935,"score_spread":0.5092436346123766,"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."}}