{"id":"W2898402810","doi":"10.2147/oaem.s175302","title":"Potential mortality and cost reduction in adult severe sepsis and septic shock through the use of an innovative fluid delivery device","year":2018,"lang":"en","type":"article","venue":"Open Access Emergency Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Septic shock; Medicine; Sepsis; Intensive care medicine; Reduction (mathematics); Shock (circulatory); Emergency medicine; Internal 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":[0.002722278,0.0007108898,0.0005753768,0.0007995504,0.0002431579,0.001032547,0.0008139604,0.0008118601,0.001018572],"category_scores_gemma":[0.006404155,0.0003845583,0.001499481,0.0004070852,0.0004309603,0.0007276495,0.0007507406,0.0007520266,0.00006461143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003256159,"about_ca_system_score_gemma":0.00263133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003747771,"about_ca_topic_score_gemma":0.00229043,"domain_scores_codex":[0.9988482,0.0007247337,0.00003696989,0.0000918551,0.0001772395,0.0001210419],"domain_scores_gemma":[0.9963518,0.002785735,0.0005258169,0.00005263424,0.0001879299,0.00009609182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007620038,0.0002800054,0.02025069,0.0001415766,0.0002845796,0.0001889406,0.00002879743,0.9622839,0.000812609,0.002946927,0.0003604421,0.01165943],"study_design_scores_gemma":[0.0001964896,0.001486571,0.006752709,0.00006261014,0.000262101,0.0001555782,0.00004743165,0.9876353,0.0009186657,0.001926122,0.0005263358,0.00003005107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346715,0.001350251,0.0593843,0.001117833,0.00004405628,0.0003374237,0.0004186686,0.00006185954,0.002614196],"genre_scores_gemma":[0.9920589,0.0003576072,0.00702104,0.00007199046,0.000008359179,0.0001242222,0.00008579127,0.000002455076,0.0002695731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003747771,"threshold_uncertainty_score":0.0236252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.310935462874172,"score_gpt":0.4765239225682406,"score_spread":0.1655884596940686,"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."}}