{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008297132,0.000207487,0.000442387,0.0002322361,0.00009949714,0.00006268382,0.000126483,0.0003157555,0.0006640691],"category_scores_gemma":[0.0005115759,0.0001687939,0.0002078249,0.0006483327,0.00009898334,0.0003558852,0.0000500212,0.0009470448,0.0003881434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003372883,"about_ca_system_score_gemma":0.0007621725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003622421,"about_ca_topic_score_gemma":0.000002277189,"domain_scores_codex":[0.9972544,0.00005131267,0.0009824358,0.0001466788,0.00125384,0.0003113683],"domain_scores_gemma":[0.9988145,0.0002122675,0.0001140197,0.000373384,0.0001327722,0.0003531138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001803134,0.002200133,0.001062939,0.1543846,0.0007069124,0.0004191415,0.002103927,0.002242551,0.0001717927,0.005394383,0.7471949,0.0839384],"study_design_scores_gemma":[0.0009945097,0.0005311638,0.0001346628,0.3238979,0.000240046,0.0001012376,0.00003511654,0.6651348,0.0002492552,0.0002963521,0.008146077,0.0002388155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2025312,0.05817671,0.1504556,0.0771099,0.0284039,0.04493308,0.0006518937,0.02080556,0.4169322],"genre_scores_gemma":[0.9013565,0.01697707,0.001530806,0.07555379,0.001411168,0.001532826,0.0007979397,0.0001831437,0.0006568055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7390488,"threshold_uncertainty_score":0.7271091,"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."}}