{"id":"W7135396583","doi":"10.1186/s13102-025-01091-9#citeas","title":"Heads up for concussion, what do emergency physicians know? A scoping review","year":2025,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Concussion; Government (linguistics); Sports medicine; Scopus; Health care; Emergency department; Knowledge translation; MEDLINE; Grassroots","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01704163,0.001491428,0.005809435,0.02278867,0.001668381,0.005438798,0.002499594,0.004887457,0.004498105],"category_scores_gemma":[0.101098,0.001931935,0.00451314,0.02001821,0.002000103,0.007653493,0.003030838,0.002382123,0.0009547039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005513545,"about_ca_system_score_gemma":0.02015642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087615,"about_ca_topic_score_gemma":0.01849509,"domain_scores_codex":[0.9847002,0.005287232,0.006117991,0.000841148,0.002597296,0.0004561336],"domain_scores_gemma":[0.9094324,0.06963748,0.01056998,0.001011762,0.008678956,0.0006693201],"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":[0.0001140256,0.00004228459,0.00122051,0.8191137,0.001462084,0.0003503312,0.002225713,0.0001452129,0.0001408786,0.001074762,0.00816799,0.1659424],"study_design_scores_gemma":[0.00001841593,0.00004569931,0.001335079,0.972715,0.001969025,0.0002655979,0.001251861,0.00002836382,0.00005408936,0.0002835018,0.0220172,0.00001617973],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006305061,0.9962472,0.0001773193,0.001386425,0.0003489529,0.0003220553,0.0001577777,0.000005955546,0.0007237312],"genre_scores_gemma":[0.004874946,0.9927621,0.0005262158,0.0008917322,0.0001618643,0.0004870426,0.0001395212,0.000003844594,0.0001527532],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02278867,"threshold_uncertainty_score":0.0901258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05915071753149911,"score_gpt":0.4002721030410201,"score_spread":0.341121385509521,"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."}}