{"id":"W3033569008","doi":"10.1097/01.eem.0000669356.83740.76","title":"Special Report","year":2020,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009442386,0.0001808084,0.0004292732,0.00004972383,0.00004788362,0.00000126381,0.00007057524,0.00005702852,0.0530152],"category_scores_gemma":[0.0006417156,0.0001247644,0.0001397611,0.0003275007,0.00004305926,0.0000368541,0.00002689994,0.0001374436,0.0005827724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003503804,"about_ca_system_score_gemma":0.0000554849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001741025,"about_ca_topic_score_gemma":0.00002754922,"domain_scores_codex":[0.998362,0.00002027562,0.0005912728,0.0003775362,0.000424605,0.000224292],"domain_scores_gemma":[0.9990059,0.00002077465,0.0001205007,0.0003156691,0.00008652738,0.0004505983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005202444,0.0001231227,0.1466862,0.00002834564,0.00008288643,0.0007312229,0.0006223253,4.324639e-7,0.0003601123,0.0001541975,0.8468444,0.004314693],"study_design_scores_gemma":[0.001524601,0.0008874623,0.07776944,0.00004520981,0.0002405885,0.0001228036,0.0003082666,0.00001408218,0.000380261,0.0000660466,0.9185305,0.0001107003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1725622,0.001809992,0.0000950551,0.2035832,0.006787554,0.0006882923,0.000003347553,0.000189428,0.614281],"genre_scores_gemma":[0.7147057,0.006864679,0.001065032,0.02407099,0.2169561,0.0001951541,0.0004212233,0.0001666229,0.03555451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5787265,"threshold_uncertainty_score":0.9478505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197799242341996,"score_gpt":0.3986657993295705,"score_spread":0.2008665569875745,"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."}}