{"id":"W1994255642","doi":"10.1097/00006123-200211000-00011","title":"Cumulative Effects of Concussion in High School Athletes","year":2002,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":473,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Concussion; Athletes; Medicine; Amnesia; Poison control; Physical therapy; Injury prevention; Psychiatry; Medical emergency","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":[0.0002182897,0.0001132572,0.0003787976,0.0002769633,0.00002072833,0.000007482718,0.0000645064,0.00008027867,0.0005817871],"category_scores_gemma":[0.002794708,0.00009082867,0.0000803728,0.0004107007,0.000100213,0.00007706321,0.0000392835,0.0003097035,0.000143803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003816287,"about_ca_system_score_gemma":0.00003013817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002769422,"about_ca_topic_score_gemma":6.955477e-7,"domain_scores_codex":[0.9986013,0.0001649999,0.0003472166,0.0002199391,0.0004023655,0.0002641593],"domain_scores_gemma":[0.9976996,0.00171455,0.00007729539,0.000302689,0.00005432447,0.0001515364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004731634,0.001099524,0.7394319,0.001588754,0.00005617212,0.001165477,0.0005384011,0.00002832447,0.1878664,0.0003899964,0.03194866,0.03541326],"study_design_scores_gemma":[0.002082194,0.0004106857,0.9515573,0.0008314967,0.0000167521,0.00002468262,0.0000142068,0.001464732,0.04263261,0.0001458623,0.0007033124,0.000116185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964251,0.0002167204,0.000007713616,0.0007767646,0.0002457233,0.0004212491,0.000002716026,0.00004096282,0.001863064],"genre_scores_gemma":[0.9980719,0.00007111553,0.0001195498,0.0004215257,0.00006372238,0.00002665321,0.000002575018,0.00002331044,0.001199636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2121254,"threshold_uncertainty_score":0.6370161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0524222262429501,"score_gpt":0.3090507110707083,"score_spread":0.2566284848277582,"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."}}