{"id":"W4320161296","doi":"10.35493/medu.39.26","title":"Implementing capnography for lactate-enhanced qSOFA scores: Sepsis diagnosis in EMS settings","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sepsis; Medicine; Intensive care medicine; Capnography; Blood lactate; Emergency medicine; Immunology; Internal medicine; Anesthesia; Blood pressure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004706358,0.0002107827,0.0003888422,0.0001358896,0.0001893223,0.00004672741,0.0001206752,0.00005698319,0.0005078191],"category_scores_gemma":[0.0004151955,0.0001464669,0.0002847266,0.0005461033,0.0000542568,0.00004232549,0.00006798468,0.0001381548,0.00003260465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137792,"about_ca_system_score_gemma":0.0002183784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002132263,"about_ca_topic_score_gemma":0.00039292,"domain_scores_codex":[0.9983038,0.00006839974,0.0003870933,0.0003958462,0.000230481,0.000614391],"domain_scores_gemma":[0.9984076,0.0007434068,0.0001190221,0.0004587108,0.0001261962,0.0001450519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001029015,0.001987446,0.9109223,0.0003142997,0.0006240062,0.00004704713,0.0102601,0.000003482656,0.004966245,0.0003468853,0.04674501,0.02368025],"study_design_scores_gemma":[0.005583831,0.000425908,0.4014007,0.0009352033,0.0009075053,0.00003364351,0.02117538,0.00003791257,0.4806324,0.0010536,0.08730517,0.0005087551],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744312,0.002364014,0.00001336984,0.02128039,0.0003447198,0.000894567,0.00003648697,0.00004513317,0.0005901793],"genre_scores_gemma":[0.9918221,0.0004361669,0.001568967,0.003387604,0.0002376828,0.002172582,0.00008633163,0.00004282628,0.0002457155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5095216,"threshold_uncertainty_score":0.5972747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05817486494415011,"score_gpt":0.3664704395083018,"score_spread":0.3082955745641517,"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."}}