{"id":"W4328130519","doi":"10.1186/s13054-023-04377-x","title":"42nd International Symposium on Intensive Care & Emergency Medicine","year":2023,"lang":"en","type":"article","venue":"Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"City, University of London; CytoSorbents Europe; Queen's University; Queen's University Belfast; National Institute for Health and Care Research; University Hospital Southampton NHS Foundation Trust; King's College London; King's College Hospital NHS Foundation Trust","keywords":"Medicine; Emergency medicine; Intensive care medicine; Intensive care; Medical emergency","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031465,0.001238683,0.0006321215,0.001368627,0.0005672473,0.001842208,0.0007793772,0.001626677,0.05174386],"category_scores_gemma":[0.001181593,0.0002398041,0.0005551047,0.0005460323,0.0006327535,0.000937199,0.002048723,0.001992394,0.0274599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000755076,"about_ca_system_score_gemma":0.001798323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007940312,"about_ca_topic_score_gemma":0.001184323,"domain_scores_codex":[0.9994093,0.0001235789,0.00008229308,0.0001135574,0.000165718,0.0001055141],"domain_scores_gemma":[0.9986557,0.0001559673,0.00010349,0.00005467152,0.0005043635,0.0005258353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003379898,0.0002831401,0.005285565,0.001715741,0.0000688217,0.001460854,0.0001968886,0.000475512,0.003580626,0.003313386,0.3742963,0.6089852],"study_design_scores_gemma":[0.00004104287,0.0002265197,0.00750663,0.001426,0.00004892202,0.004287346,0.0001503317,0.0004385277,0.0007299457,0.001725184,0.9834,0.0000195546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.02296757,0.3797536,0.02028625,0.0645741,0.1595459,0.0005952687,0.001886244,0.001380157,0.349011],"genre_scores_gemma":[0.09320586,0.3649347,0.01469654,0.01289804,0.1367152,0.0007262357,0.002215424,0.0004060472,0.3742019],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05174386,"threshold_uncertainty_score":0.1731005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07972335424592975,"score_gpt":0.4082374976034134,"score_spread":0.3285141433574836,"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."}}