{"id":"W4391384485","doi":"10.1136/bjsports-2023-concussion.212","title":"2.21 The level of agreement and nature of disagreements between the detection of suspected concussions in the field and initial physician diagnosis","year":2024,"lang":"en","type":"article","venue":"","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary; Université Laval","funders":"","keywords":"Concussion; Medical diagnosis; Medicine; Kappa; Cohen's kappa; Injury prevention; Poison control; Physical therapy; Pediatrics; Emergency medicine; Radiology","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":[0.1134958,0.0006553343,0.001270714,0.005124281,0.001387565,0.00223183,0.001888463,0.001059097,0.003121351],"category_scores_gemma":[0.1826911,0.0008414584,0.004109939,0.003062786,0.002371488,0.001912215,0.002998069,0.0008842247,0.0009011672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599442,"about_ca_system_score_gemma":0.001668162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002655796,"about_ca_topic_score_gemma":0.004417143,"domain_scores_codex":[0.8877288,0.06065419,0.02181559,0.007256989,0.02056906,0.001975314],"domain_scores_gemma":[0.6724144,0.2323672,0.04123892,0.01395326,0.03807846,0.001947769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001776787,0.0001388733,0.9580236,0.00162175,0.002581062,0.0001676935,0.008429007,0.0007389457,0.0007652279,0.000952783,0.001584474,0.02321975],"study_design_scores_gemma":[0.0002520736,0.001651901,0.9573634,0.001055825,0.001204446,0.001339743,0.01392861,0.009786841,0.002584326,0.004469759,0.006131596,0.0002314934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579391,0.001192621,0.01853042,0.0003997023,0.0003377703,0.002117547,0.002173186,0.000222931,0.0170867],"genre_scores_gemma":[0.9886243,0.0001255818,0.00868749,0.00006011081,0.00004031313,0.001209842,0.0006142316,0.00003196872,0.0006060783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1134958,"threshold_uncertainty_score":0.6002302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023154136450525,"score_gpt":0.40239873245361,"score_spread":0.3000833188085575,"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."}}