{"id":"W2151782813","doi":"10.12688/f1000research.6565.1","title":"Sepsis breakthroughs in 2014","year":2015,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Sepsis; Septic shock; Medicine; Resuscitation; Intensive care medicine; Randomized controlled trial; Shock (circulatory); Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001049474,0.0003268974,0.0007558101,0.000560627,0.00003729453,0.0000749148,0.0003318629,0.0004635615,0.00206937],"category_scores_gemma":[0.0003412175,0.0002718616,0.0002254572,0.0002965748,0.0001278368,0.00004286012,0.001070799,0.001296724,0.002204732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009225233,"about_ca_system_score_gemma":0.001113171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756444,"about_ca_topic_score_gemma":0.0003273553,"domain_scores_codex":[0.9967461,0.0002026234,0.0004246236,0.0007770906,0.001194087,0.0006554502],"domain_scores_gemma":[0.9976844,0.0002265286,0.00006960936,0.001176501,0.0003969603,0.0004460333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002323543,0.001677788,0.3674488,0.0004612239,0.0002922551,0.001095401,0.0005194527,0.00009079724,0.00004616725,0.0001974456,0.6169589,0.01097937],"study_design_scores_gemma":[0.007792934,0.001103529,0.7983743,0.00238758,0.0003141713,0.00009562215,0.0005191706,0.001516013,0.002304586,0.01107892,0.173643,0.0008701639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8656471,0.01356713,0.0000146258,0.02169516,0.0007128084,0.003286281,0.0001672175,0.0002075381,0.0947021],"genre_scores_gemma":[0.9845579,0.003845013,0.001181715,0.0006877322,0.0006014252,0.001062816,0.0006306067,0.0001278526,0.007304949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4433159,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3068082218734238,"score_gpt":0.4894576240656815,"score_spread":0.1826494021922577,"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."}}