{"id":"W4413222512","doi":"10.1007/978-3-031-86312-7_29","title":"Trauma Resuscitation","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 Calgary","funders":"","keywords":"Resuscitation; Medicine; 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":[0.0003759551,0.0008104874,0.000425722,0.0009633495,0.001437263,0.002111617,0.0006786466,0.001158483,0.2724731],"category_scores_gemma":[0.001224469,0.0003410662,0.0003510858,0.0005946857,0.0004885521,0.00109503,0.001845047,0.002179255,0.1728717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006787592,"about_ca_system_score_gemma":0.001376131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226973,"about_ca_topic_score_gemma":0.008077214,"domain_scores_codex":[0.9997792,0.00004459356,0.00001074897,0.00002703614,0.000108667,0.00002980066],"domain_scores_gemma":[0.999742,0.0000480952,0.00001037536,0.00003228774,0.0001046346,0.00006261142],"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":[0.00001313445,0.00002626185,0.00007903613,0.00007890719,0.000002406408,0.0001343489,0.00009601488,0.0001050327,0.0002259019,0.01335617,0.8327842,0.1530986],"study_design_scores_gemma":[0.000002023894,0.000007115333,0.0001418017,0.0001035767,0.000001203696,0.0002088525,0.00003844052,0.00003916386,0.00004914095,0.001957491,0.997449,0.000002264231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002155467,0.004450937,0.001559031,0.002337536,0.003347282,0.00006264648,0.0001908891,0.0001701333,0.9876659],"genre_scores_gemma":[0.001144752,0.002970594,0.0006819695,0.001109165,0.0004961209,0.00002954123,0.0001688515,0.00004265837,0.9933563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2724731,"threshold_uncertainty_score":0.9115132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422988835250405,"score_gpt":0.2955641580194825,"score_spread":0.2613342696669784,"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."}}