{"id":"W4394722215","doi":"10.2196/57026","title":"Ventilator-Associated Pneumonia Prediction Models Based on AI: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pneumonia; Ventilator-associated pneumonia; Medicine; Intensive care medicine; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01925577,0.00293099,0.007369993,0.01692072,0.0009902183,0.004436778,0.003277657,0.003352767,0.005072704],"category_scores_gemma":[0.120089,0.001711491,0.01286086,0.01321022,0.00104447,0.004440596,0.002268095,0.002440938,0.0006573398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192894,"about_ca_system_score_gemma":0.01557398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009583465,"about_ca_topic_score_gemma":0.01239256,"domain_scores_codex":[0.9862424,0.005290315,0.005403992,0.0008342269,0.001979006,0.0002500718],"domain_scores_gemma":[0.9218246,0.06342764,0.008007239,0.001091327,0.005370072,0.0002791295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001737269,0.00004804237,0.001117014,0.856823,0.007911218,0.0001467203,0.0003319159,0.001288201,0.000116262,0.001004417,0.00405076,0.1269888],"study_design_scores_gemma":[0.00007420408,0.0001207634,0.001324916,0.9408112,0.03263651,0.0002462858,0.0002378349,0.001093081,0.0001670845,0.00132735,0.0219027,0.00005796456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006589547,0.9951278,0.001468176,0.0005881646,0.0002123437,0.0008128872,0.0005357543,0.00003024058,0.0005656545],"genre_scores_gemma":[0.00905234,0.9853926,0.00284228,0.0004114139,0.0001785674,0.001511396,0.0004638917,0.00001334273,0.0001342005],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01925577,"threshold_uncertainty_score":0.1018355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792663773107435,"score_gpt":0.3598611677531321,"score_spread":0.3319345300220578,"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."}}