{"id":"W4399429593","doi":"10.1001/jamanetworkopen.2024.15983","title":"Biomarkers of Neurobiologic Recovery in Adults With Sport-Related Concussion","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Concussion; Athletes; Medicine; Football; Cohort; Internal medicine; Physical therapy; Poison control; Injury prevention; Emergency medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006174804,0.0003970594,0.0003651364,0.001249932,0.0003315156,0.0004436767,0.000293233,0.0004903058,0.000988904],"category_scores_gemma":[0.002283587,0.0001543847,0.0001949681,0.0008898574,0.0002058745,0.0003572259,0.0004192009,0.0003157143,0.000247787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149464,"about_ca_system_score_gemma":0.000250203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003731938,"about_ca_topic_score_gemma":0.005379177,"domain_scores_codex":[0.9996613,0.00007261219,0.00006441114,0.00004846929,0.0001027431,0.00005037515],"domain_scores_gemma":[0.9991812,0.00007559713,0.0004316818,0.00001966776,0.0001958553,0.00009608644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001252846,0.00005668762,0.9952216,0.00003948258,0.00003174951,0.00007356198,0.00009631088,0.00003212584,0.0004436173,0.000006354554,0.0001108137,0.00376237],"study_design_scores_gemma":[0.000006776185,0.0002165752,0.9988596,0.0000171646,0.00002004926,0.0002641811,0.0001783357,0.00008257241,0.000130534,0.00001653822,0.0002051701,0.000002373747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964738,0.001962636,0.0001251019,0.0001004099,0.00001525288,0.00003821708,0.0003516224,0.000007758379,0.0009252619],"genre_scores_gemma":[0.9982957,0.0004547836,0.0003128309,0.00005440719,0.00001664226,0.00003709894,0.0004282474,0.000001062731,0.0003992718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003731938,"threshold_uncertainty_score":0.007420421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068844182635827,"score_gpt":0.315678924912332,"score_spread":0.2849904830859737,"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."}}