{"id":"W2516225617","doi":"10.1186/s12879-016-1803-9","title":"Predicting invasive fungal disease due to Candida species in non-neutropenic, critically ill, adult patients in United Kingdom critical care units","year":2016,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute for Health and Care Research","keywords":"Medical microbiology; Critically ill; Medicine; Intensive care medicine; Fungal disease; Critical illness; Disease; Parasitology; Internal medicine; Immunology; Pathology; Dermatology","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":[0.00156839,0.0006698138,0.000513575,0.0008153054,0.0003024381,0.001219311,0.000520933,0.0006923424,0.001018658],"category_scores_gemma":[0.01286703,0.0003227711,0.0004376322,0.0006586682,0.0002847326,0.0005806299,0.0008463165,0.0007845221,0.0002050722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007796945,"about_ca_system_score_gemma":0.0007492108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333032,"about_ca_topic_score_gemma":0.01395277,"domain_scores_codex":[0.9990425,0.000301815,0.0001687767,0.0001562785,0.0001915261,0.000139173],"domain_scores_gemma":[0.9937661,0.002285574,0.002539285,0.0001513839,0.0005914518,0.0006661481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007262208,0.00002649886,0.9979075,0.00001137321,0.00001390095,0.00007408226,0.00005110883,0.000614114,0.00004427895,0.000006538419,0.0001118724,0.001066103],"study_design_scores_gemma":[0.00002245877,0.0003444518,0.9809657,0.00007119212,0.00003052425,0.0004109024,0.0004294725,0.01730236,0.0001784789,0.00006029598,0.0001730418,0.00001102134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991286,0.0001911929,0.0002565393,0.0001061134,0.000005991541,0.00001807647,0.0001342524,0.000005867926,0.0001533597],"genre_scores_gemma":[0.9992474,0.00008814492,0.0003483722,0.00002545274,0.000005271036,0.000007160225,0.0002398773,9.582432e-7,0.0000373547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01333032,"threshold_uncertainty_score":0.02650541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981912672874194,"score_gpt":0.2829386103914809,"score_spread":0.263119483662739,"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."}}