{"id":"W3129094108","doi":"10.1007/s43678-020-00076-6","title":"Predictors of persistent concussion symptoms in adults with acute mild traumatic brain injury presenting to the emergency department","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Schwartz/Reisman Emergency Medicine Institute; Sinai Health System; McMaster University; University of Toronto","funders":"Workplace Safety and Insurance Board; Canadian Association of Emergency Physicians","keywords":"Medicine; Emergency department; Concussion; Traumatic brain injury; Emergency medicine; Post-concussion syndrome; Injury prevention; Poison control; Medical emergency; Physical therapy; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002852219,0.0003186347,0.000498634,0.0008972778,0.0006935559,0.0009646243,0.0004076534,0.001024492,0.003135535],"category_scores_gemma":[0.005480002,0.0002954815,0.0004648708,0.001038053,0.0004134509,0.0008150813,0.0007592526,0.001170238,0.000325699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005125114,"about_ca_system_score_gemma":0.001213969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01541196,"about_ca_topic_score_gemma":0.01939129,"domain_scores_codex":[0.9995366,0.00006376683,0.0001025616,0.00005217094,0.00009746099,0.0001473704],"domain_scores_gemma":[0.9975657,0.0004490034,0.001010007,0.00005102097,0.0003062999,0.0006179726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024863,0.00004419848,0.9984888,0.00001036305,0.00001614084,0.0002428694,0.00007672218,0.00001452699,0.00004065698,0.00001110648,0.0002431009,0.0007090791],"study_design_scores_gemma":[0.000008495183,0.00007133561,0.9980201,0.00001921254,0.00001653469,0.0006972569,0.0008894855,0.0001131445,0.00001577142,0.00002960744,0.0001144302,0.000004722067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979467,0.0005361133,0.00002411707,0.0003851927,0.00002984543,0.00001441899,0.0002435578,0.000002598451,0.0008175045],"genre_scores_gemma":[0.9992124,0.0002274599,0.00003717776,0.00006457436,0.00006561672,0.00000730958,0.0002478492,0.000001098269,0.0001364584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.984588,"threshold_uncertainty_score":0.03064448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07740067831070789,"score_gpt":0.3556538546078392,"score_spread":0.2782531762971313,"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."}}