{"id":"W4292940682","doi":"10.1016/j.ajem.2022.08.038","title":"The authors respond: Prehospital airway support and provider training","year":2022,"lang":"en","type":"letter","venue":"The American Journal of Emergency Medicine","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Izaak Walton Killam Health Centre","funders":"","keywords":"Medicine; Emergency department; Hyperventilation; Presentation (obstetrics); Differential diagnosis; Pediatrics; Airway; Subarachnoid haemorrhage; Intensive care medicine; Anesthesia; Surgery; Pathology","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001504461,0.0003191899,0.0008804504,0.000175243,0.0005430676,0.00001086783,0.00064018,0.00006707141,0.001965168],"category_scores_gemma":[0.001068926,0.0001473227,0.000262945,0.0007057759,0.0009129645,0.00005042393,0.0001269228,0.003336296,0.000004385147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005714214,"about_ca_system_score_gemma":0.0004011387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003100967,"about_ca_topic_score_gemma":0.000001298052,"domain_scores_codex":[0.9965163,0.0003876956,0.001234311,0.000290824,0.001123042,0.0004478184],"domain_scores_gemma":[0.9963928,0.0007442581,0.001714434,0.0005942064,0.0003351272,0.0002191897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005214905,0.00002484412,0.0001632255,0.00004386224,0.0002477111,0.000263847,0.001685823,0.000001985108,0.0001048887,0.00006001223,0.9897227,0.007159594],"study_design_scores_gemma":[0.0004779262,0.007033409,0.002453808,0.0001085635,0.0005958633,0.002166864,0.002493252,0.00001091697,0.000002154226,0.0004790259,0.9840223,0.0001559715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01756809,0.002883531,0.00002298665,0.9736544,0.002075472,0.0004136177,0.00001046099,0.00002044024,0.00335104],"genre_scores_gemma":[0.1708143,0.01815449,0.0001565207,0.6948766,0.031376,0.0001869814,0.00007472911,0.00033413,0.08402619],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2787777,"threshold_uncertainty_score":0.9989631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05459480923448136,"score_gpt":0.3400882869425848,"score_spread":0.2854934777081035,"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."}}