{"id":"W4413503519","doi":"10.1097/htr.0000000000001102","title":"Progress in Concussion/Traumatic Brain Injury Science and Clinical Care Over the Last 40 Years","year":2025,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Concussion; Traumatic brain injury; Terminology; Head injury; Rehabilitation; Medicine; Clinical Practice; Physical medicine and rehabilitation; Psychology; Physical therapy; Injury prevention; Poison control; 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":[0.005941163,0.0001149097,0.0004068215,0.0006609992,0.0001123166,0.00007472774,0.0002375545,0.0001026756,0.00002217949],"category_scores_gemma":[0.005695923,0.00007306847,0.0001239705,0.001116519,0.001577278,0.0002972832,0.00005533823,0.000711674,0.00000344222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635734,"about_ca_system_score_gemma":0.0009502531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001453407,"about_ca_topic_score_gemma":0.00006796531,"domain_scores_codex":[0.9970282,0.0004203858,0.001077669,0.0002285356,0.0009820649,0.0002631398],"domain_scores_gemma":[0.9959826,0.002601199,0.0002356848,0.0003026933,0.0007276112,0.0001501471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008297443,0.000315082,0.5499199,0.0004398167,0.00003921015,0.00001703743,0.006442405,0.000001748799,0.0001983363,0.0005893799,0.001913579,0.4392937],"study_design_scores_gemma":[0.002794703,0.001974215,0.9837986,0.001229093,0.00003790238,0.00003768415,0.008193993,0.0002353087,0.00003790479,0.0005982522,0.001000675,0.00006167683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821986,0.0007363934,0.00001875573,0.01570208,0.000265642,0.0007297397,0.000002636858,0.00001007976,0.0003360803],"genre_scores_gemma":[0.9966439,0.00001528111,0.0028167,0.0004002171,0.00007121305,0.00001519401,7.562853e-7,0.00001056507,0.00002619514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4392321,"threshold_uncertainty_score":0.6818964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379699770944699,"score_gpt":0.4479118505840756,"score_spread":0.4041148528746286,"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."}}