{"id":"W2954397542","doi":"10.1371/journal.pone.0218714","title":"Robust health-score based survival prediction for a neonatal mouse model of polymicrobial sepsis","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Neonatal sepsis; Sepsis; Medicine; Psychological intervention; Disease; Infectious disease (medical specialty); Intensive care medicine; Bottleneck; Bioinformatics; Immunology; Biology; Computer science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00010083,0.0001011418,0.0003111423,0.0000938966,0.00004351093,0.000005692585,0.00004624063,0.00006307187,0.00009618711],"category_scores_gemma":[0.00002326726,0.00009388727,0.00009926149,0.00007340089,0.00002590916,0.00007359718,0.00002126903,0.0001024322,0.00001983967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006743374,"about_ca_system_score_gemma":0.0001319885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002467421,"about_ca_topic_score_gemma":0.00004139328,"domain_scores_codex":[0.999171,0.00001336887,0.0002405616,0.0001824633,0.0002061396,0.0001864212],"domain_scores_gemma":[0.9994475,0.00003468255,0.00009139647,0.0001948659,0.0001274802,0.0001040271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001308494,0.002328815,0.01740094,0.00248079,0.0003306637,9.760961e-7,0.0001477436,0.003143968,0.9713691,0.0003161999,0.0005208259,0.0006514088],"study_design_scores_gemma":[0.006448203,0.001993398,0.002369479,0.0007811814,0.0003192931,0.000007053674,0.00004704585,0.2389721,0.7485628,0.0001039594,0.0001799204,0.0002155501],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849269,0.0000377222,0.01158717,0.0009899378,0.0001148441,0.0008775624,0.001196644,0.00008937829,0.0001798307],"genre_scores_gemma":[0.9853762,0.00002158828,0.008226676,0.0004716292,0.000141317,0.0000537381,0.0002806467,0.00003350359,0.005394733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2358281,"threshold_uncertainty_score":0.3828612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08998132659223013,"score_gpt":0.251983430312872,"score_spread":0.1620021037206418,"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."}}