{"id":"W7113348289","doi":"","title":"Validating the Sport Concussion Assessment Tool to Improve Surveillance of Mental Health Issues Among Canadian Varsity Athletes","year":2025,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; Athletes; Discriminative model; Mental health; Anxiety; Depression (economics); Construct validity; Scale (ratio)","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":[0.002908897,0.000297095,0.0002687802,0.00151396,0.001495294,0.001064897,0.0007847075,0.0003050152,0.002488997],"category_scores_gemma":[0.007603454,0.0002774751,0.0005183208,0.001310178,0.0003867876,0.0003724172,0.001076533,0.0005642395,0.0004180767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006403184,"about_ca_system_score_gemma":0.01608717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8467757,"about_ca_topic_score_gemma":0.936798,"domain_scores_codex":[0.9985097,0.0002815379,0.0001399629,0.0001016353,0.0006990875,0.0002680655],"domain_scores_gemma":[0.9975019,0.000263715,0.0002972885,0.00008288956,0.001598623,0.0002555673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007881056,0.0003080284,0.9331422,0.0001104124,0.00003968649,0.00005268056,0.0019884,0.0001761702,0.000406468,0.0001718879,0.00402032,0.05950494],"study_design_scores_gemma":[0.00001672346,0.0001031189,0.9947018,0.00009310235,0.00002467786,0.00003626383,0.001900667,0.0008000232,0.0001755476,0.00003083173,0.002105559,0.00001157661],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9865026,0.0002632887,0.0008518774,0.0005971363,0.00003219996,0.0009136181,0.00237375,0.00005331743,0.008412043],"genre_scores_gemma":[0.9858003,0.0005808757,0.006763365,0.0002395651,0.00001245324,0.000510119,0.003374875,0.00001649484,0.002701966],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1532243,"threshold_uncertainty_score":0.3082533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006409496293949046,"score_gpt":0.1994096088365516,"score_spread":0.1930001125426025,"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."}}