{"id":"W2202323374","doi":"10.1186/s12245-015-0091-2","title":"Ventilation monitoring for severe pediatric traumatic brain injury during interfacility transport","year":2015,"lang":"en","type":"article","venue":"International Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Trauma center; Pediatric trauma; Emergency medicine; Ventilation (architecture); Mechanical ventilation; Poison control; Anesthesia; Injury prevention; Retrospective cohort study; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000728128,0.0001812629,0.0004197161,0.0003732575,0.00004797905,0.000002403998,0.0002197737,0.00006602045,0.0004054741],"category_scores_gemma":[0.0009074733,0.0001429057,0.0002619554,0.0002067032,0.00003305095,0.0002376937,0.00001886824,0.0002219717,0.000005637582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193075,"about_ca_system_score_gemma":0.0001198453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003192009,"about_ca_topic_score_gemma":0.000008866006,"domain_scores_codex":[0.9974438,0.00002806371,0.001248062,0.0001679759,0.0009149925,0.0001971077],"domain_scores_gemma":[0.9973463,0.00004797788,0.00043905,0.0001239022,0.001813444,0.0002292623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007114086,0.0004850635,0.9186503,0.0006599164,0.001308516,0.000113218,0.0125688,0.0002064277,0.01157455,0.00006101162,0.03633825,0.01091983],"study_design_scores_gemma":[0.006677341,0.001736519,0.9722264,0.0006248124,0.0006945532,0.0002483717,0.004261122,0.00004993742,0.002146814,0.0006697826,0.01038431,0.0002800759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976475,0.001817064,0.001803927,0.002978086,0.01560698,0.0002197215,0.00001838135,0.0000245698,0.001056287],"genre_scores_gemma":[0.9921024,0.0007719665,0.0003752809,0.00002600178,0.005765997,0.00001062078,0.00001527219,0.00002000701,0.0009124035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05357603,"threshold_uncertainty_score":0.5827524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315059329417548,"score_gpt":0.4100010210385424,"score_spread":0.2784950880967875,"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."}}