{"id":"W4413223024","doi":"10.1007/978-3-031-86312-7_38","title":"Trauma Resuscitation in the Health Information Technology Age","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Resuscitation; Medicine; Medical emergency; Emergency medicine","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":[0.0005548942,0.0004724447,0.0003189195,0.001345706,0.0009901277,0.005700042,0.0005519586,0.001493573,0.04456408],"category_scores_gemma":[0.001517177,0.0002250313,0.0002323419,0.002553019,0.001253771,0.005004812,0.001407513,0.002350315,0.01420083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00174041,"about_ca_system_score_gemma":0.00188599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003096167,"about_ca_topic_score_gemma":0.007783323,"domain_scores_codex":[0.9996756,0.0001091409,0.00001438354,0.00002351681,0.0001534306,0.00002395046],"domain_scores_gemma":[0.9992822,0.0005090589,0.00002273434,0.00003313405,0.0001047901,0.00004811886],"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":[0.000008642051,0.00002573457,0.00008198819,0.00024991,0.000003339184,0.0001120942,0.0008205561,0.0002676573,0.0001940278,0.2677841,0.6065221,0.1239298],"study_design_scores_gemma":[9.310152e-7,0.000003750915,0.00007865029,0.0002227627,0.000001221552,0.00008656955,0.0002068641,0.00007079509,0.00004261153,0.02136809,0.9779148,0.000002925431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004223047,0.05882335,0.003306228,0.01166651,0.003904395,0.00003229857,0.0001770169,0.00009868755,0.9215692],"genre_scores_gemma":[0.006226283,0.05261143,0.003528357,0.006721616,0.002345906,0.0000439595,0.0002329162,0.0001041717,0.9281853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04456408,"threshold_uncertainty_score":0.1490816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774756036557298,"score_gpt":0.3062839510341295,"score_spread":0.2785363906685565,"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."}}