{"id":"W4380574912","doi":"10.1136/bjsports-2022-106680","title":"Role of biomarkers and emerging technologies in defining and assessing neurobiological recovery after sport-related concussion: a systematic review","year":2023,"lang":"en","type":"review","venue":"British Journal of Sports Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Calgary","funders":"","keywords":"Concussion; Neuroimaging; Medicine; Population; Systematic review; Psychology; MEDLINE; Poison control; Injury prevention; Psychiatry; Medical emergency; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005025232,0.0003747512,0.006187228,0.001045007,0.00004115406,0.00002633008,0.0001971729,0.0004198329,0.00007001717],"category_scores_gemma":[0.00411816,0.0002551311,0.0002883798,0.001101814,0.000557164,0.0001282873,0.000155286,0.001373473,0.000001127458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008572076,"about_ca_system_score_gemma":0.0002889831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001619082,"about_ca_topic_score_gemma":0.000001232703,"domain_scores_codex":[0.9944186,0.0002119381,0.003887894,0.0003859117,0.0007392862,0.0003564079],"domain_scores_gemma":[0.9962587,0.0006409156,0.002443701,0.0002812317,0.0001986958,0.0001767005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002719133,0.00002057839,0.0002895115,0.457227,0.0002345533,0.006707328,0.00002032568,1.555511e-8,0.000001078675,0.00000377065,0.000104433,0.5353642],"study_design_scores_gemma":[0.0007056509,0.0002614202,0.003512788,0.9395219,0.002754533,0.05066622,0.0008418319,0.000002157061,2.05473e-7,0.000132429,0.001424009,0.0001768467],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003827785,0.994081,0.000001048816,0.0003099974,0.0001397765,0.001466812,0.000008542177,0.00004663209,0.0001184577],"genre_scores_gemma":[0.002600439,0.9969394,0.0002148097,0.00004174993,0.00003534415,0.00004182656,0.00002170783,0.00005859019,0.00004617094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5351874,"threshold_uncertainty_score":0.9999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04475460862205787,"score_gpt":0.3566776877664988,"score_spread":0.311923079144441,"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."}}