{"id":"W4392269087","doi":"10.1093/braincomms/fcad314","title":"Brain pathology and symptoms linked to concussion history: beyond chronic traumatic encephalopathy","year":2024,"lang":"en","type":"article","venue":"Brain Communications","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"Canadian Institutes of Health Research","keywords":"Chronic traumatic encephalopathy; Medicine; Concussion; Medical diagnosis; Encephalopathy; Traumatic brain injury; Pediatrics; Medical record; Disease; Depression (economics); Poison control; Injury prevention; Internal medicine; Psychiatry; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001158051,0.0002158882,0.0003828456,0.0004416464,0.0002096196,0.00006208719,0.0006502111,0.0001779406,0.0005002416],"category_scores_gemma":[0.001153857,0.0001912881,0.00009695059,0.0004849033,0.0006216224,0.0001336342,0.0004741782,0.000707226,0.0004053818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007783929,"about_ca_system_score_gemma":0.0006785465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000403866,"about_ca_topic_score_gemma":0.0001124819,"domain_scores_codex":[0.9978881,0.0004743001,0.0004768106,0.0004348911,0.0003214322,0.0004044402],"domain_scores_gemma":[0.9946521,0.002633909,0.00005211875,0.002210668,0.00009693857,0.0003542892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009849916,0.0004578023,0.0004913776,0.001374051,0.000265516,0.0002836713,0.03648894,0.000003985876,0.06147226,0.07089557,0.2706766,0.5574918],"study_design_scores_gemma":[0.002002408,0.001883844,0.02699466,0.001768511,0.0001399613,0.00146884,0.001292644,0.01064139,0.00008410737,0.003254477,0.9499346,0.0005345874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4252554,0.04052868,0.002130601,0.5010245,0.0006174478,0.003315061,0.00008483127,0.0009982425,0.02604523],"genre_scores_gemma":[0.9813902,0.000282598,0.00543321,0.005329581,0.0001365863,0.0004379853,0.0001310223,0.0000694526,0.006789327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.679258,"threshold_uncertainty_score":0.7800502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07658615442253053,"score_gpt":0.3668719288176309,"score_spread":0.2902857743951003,"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."}}