{"id":"W4405794937","doi":"10.1186/s13049-024-01310-1","title":"The use and impact of prehospital blood lactate measurements in acute non-traumatic patients: a systematic review","year":2024,"lang":"en","type":"review","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency medicine; Intensive care medicine; Emergency medical services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394924,0.0004714199,0.00314384,0.0005511003,0.00006910241,0.00002323701,0.0001449953,0.0001090001,0.00004412214],"category_scores_gemma":[0.001052026,0.0002108588,0.0006499398,0.0006812856,0.0001260679,0.0001840134,0.00002358539,0.0003841555,0.000002397859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940601,"about_ca_system_score_gemma":0.0001299139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005534601,"about_ca_topic_score_gemma":0.00001769221,"domain_scores_codex":[0.9952909,0.0003161831,0.003085406,0.0002625606,0.0007864842,0.0002584151],"domain_scores_gemma":[0.9968193,0.0002760223,0.00182872,0.0002875324,0.0005046539,0.0002838354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000102076,0.0005554593,0.01179089,0.9388893,0.00805829,0.00008628836,0.001467127,1.746184e-7,0.000001045127,0.000006549112,0.003867183,0.0351756],"study_design_scores_gemma":[0.002553437,0.003486712,0.02342067,0.9247027,0.0447697,0.00022192,0.0001654568,0.000003922306,3.214121e-7,0.00002808168,0.0004641106,0.0001829442],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02094308,0.976173,0.000001236903,0.0002304306,0.0005942892,0.001980314,0.00002914354,0.000004476033,0.00004399177],"genre_scores_gemma":[0.0125575,0.9870672,0.0000327791,0.00001496127,0.00006484448,0.00008767877,0.00003960777,0.0000402205,0.00009518437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03671141,"threshold_uncertainty_score":0.8598571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.198904129444507,"score_gpt":0.4331788562033446,"score_spread":0.2342747267588376,"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."}}