{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02960069,0.002049224,0.01174813,0.0210679,0.000851005,0.004437954,0.002855179,0.003357775,0.002704681],"category_scores_gemma":[0.1281759,0.001740067,0.009281705,0.01782435,0.001521966,0.005052269,0.002340896,0.001441566,0.0003376828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006378993,"about_ca_system_score_gemma":0.02269235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148164,"about_ca_topic_score_gemma":0.03254162,"domain_scores_codex":[0.968672,0.01298105,0.01216286,0.001380649,0.004213178,0.0005901922],"domain_scores_gemma":[0.879858,0.08662225,0.02137446,0.001419304,0.009962101,0.0007639261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002457653,0.00001200656,0.001220452,0.963974,0.009502089,0.0000928161,0.0001732591,0.00008085757,0.00007921708,0.0001703071,0.0007735519,0.02367567],"study_design_scores_gemma":[0.0003197496,0.0001790299,0.004140499,0.9296926,0.05751118,0.0002696812,0.0002598143,0.00009951549,0.0001282874,0.0002479132,0.00711347,0.00003828528],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008626746,0.9977422,0.0001754231,0.0002758364,0.00009759286,0.0004452544,0.0002284436,0.000006200159,0.0001663699],"genre_scores_gemma":[0.01838857,0.9776357,0.001550213,0.0005144548,0.000100345,0.001483166,0.0002291519,0.000005069752,0.00009330531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02960069,"threshold_uncertainty_score":0.1565452,"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."}}