{"id":"W4405189730","doi":"10.1097/pec.0000000000003305","title":"Pediatric Emergency Medicine Physicians’ Perspectives of Concussion in Young Children","year":2024,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Concussion; Pediatric emergency medicine; Sports medicine; Medical emergency; Emergency medicine; MEDLINE; Intensive care; Injury prevention; Poison control; Physical therapy; Pediatrics; Emergency department; Intensive care medicine; Emergency physician; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004542159,0.000379834,0.0006908005,0.001317519,0.00007954888,0.00000526659,0.0003287066,0.0002023565,0.00597539],"category_scores_gemma":[0.0005335024,0.0003097375,0.0003169682,0.003745472,0.0000868375,0.0001967327,0.0001149193,0.00069204,0.0001204574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229075,"about_ca_system_score_gemma":0.0002922691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000609177,"about_ca_topic_score_gemma":0.0000978792,"domain_scores_codex":[0.9960772,0.0001429959,0.001228406,0.0007867472,0.00114612,0.0006185002],"domain_scores_gemma":[0.9984453,0.00009745469,0.0001806121,0.0005815601,0.0004882335,0.0002068752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006327626,0.0001795808,0.9396068,0.0023211,0.00007885784,0.00002755762,0.02443135,0.000004783599,0.0003248563,0.0003481792,0.03073087,0.001882732],"study_design_scores_gemma":[0.001037756,0.0006084443,0.9827417,0.0001118436,0.0006124422,0.00001928783,0.01393243,0.00009543178,0.00006762431,0.0002822163,0.0001327478,0.0003581049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819529,0.1009807,0.00005239711,0.0006282055,0.002223789,0.0009097501,0.0000818488,0.000170188,0.01300026],"genre_scores_gemma":[0.9576527,0.03634335,0.00009993016,0.000005687936,0.004389284,0.0000745279,0.0001094792,0.00008411264,0.001240885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07569986,"threshold_uncertainty_score":0.9999354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562306699997167,"score_gpt":0.348364096121938,"score_spread":0.3227410291219663,"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."}}