{"id":"W4283581867","doi":"10.1101/2022.06.21.22276677","title":"The NeoSep Severity and Recovery scores to predict mortality in hospitalized neonates and young infants with sepsis derived from the global NeoOBS observational cohort study","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Sepsis; Observational study; Pediatrics; Cohort study; Cohort; Clinical trial; Prospective cohort study; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006515931,0.000300056,0.0004670659,0.00003656557,0.0003354931,0.0001435681,0.0002340884,0.0000879646,0.00006763981],"category_scores_gemma":[0.0002763848,0.0001739158,0.0000632061,0.0002283973,0.0001759514,0.00009347972,0.001035048,0.0005315022,0.000001267081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502791,"about_ca_system_score_gemma":0.0001689278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03403468,"about_ca_topic_score_gemma":0.01731656,"domain_scores_codex":[0.9979548,0.0002365742,0.000390613,0.0006182374,0.0005615742,0.0002381517],"domain_scores_gemma":[0.9987811,0.0002674769,0.0001552612,0.0005525316,0.0001041015,0.0001395405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005391,0.0001382447,0.9974249,0.00003386906,0.0005567755,0.00007141555,0.0005137807,0.0000669169,0.00001977739,0.00001713764,0.00007492954,0.0005431472],"study_design_scores_gemma":[0.0009170093,0.0002774796,0.9956461,0.0001373418,0.0002911715,0.00002675673,0.0003325096,0.000132976,0.00001246994,0.001631032,0.0004023146,0.0001927963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941277,0.0006485754,0.00002593887,0.001332579,0.0006000023,0.002404385,0.0006458121,0.00006020656,0.0001548129],"genre_scores_gemma":[0.9978439,0.0005126729,0.0001451713,0.0004586763,0.00009793673,0.0006500794,0.0001576992,0.000020114,0.0001138109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01671812,"threshold_uncertainty_score":0.9723977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571355480379347,"score_gpt":0.2945811146637456,"score_spread":0.2688675598599522,"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."}}