{"id":"W3088562948","doi":"10.2196/16901","title":"Automated Cluster Detection of Health Care–Associated Infection Based on the Multisource Surveillance of Process Data in the Area Network: Retrospective Study of Algorithm Development and Validation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tongji University; Huazhong University of Science and Technology; Tongji Medical College, Huazhong University of Science and Technology; National Natural Science Foundation of China","keywords":"Receiver operating characteristic; Youden's J statistic; False positive rate; Warning system; Medicine; Algorithm; Computer science; Cluster (spacecraft); Data mining; Artificial intelligence; 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":[0.01425807,0.0009482142,0.001113126,0.00410604,0.0004141591,0.001305764,0.001413457,0.0007672628,0.000418629],"category_scores_gemma":[0.02435824,0.0005347148,0.001120983,0.002004579,0.0005523644,0.001260297,0.001176053,0.0006360057,0.0001610533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159471,"about_ca_system_score_gemma":0.001641717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006288519,"about_ca_topic_score_gemma":0.002794355,"domain_scores_codex":[0.9931571,0.002809101,0.0008020368,0.001737912,0.001220641,0.0002732595],"domain_scores_gemma":[0.9811071,0.00800379,0.003333796,0.00230441,0.004654759,0.0005961569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005790567,0.0003065041,0.940174,0.0001324715,0.0003633098,0.0001216446,0.0002943918,0.01490705,0.001344325,0.0002532584,0.0004241162,0.0410998],"study_design_scores_gemma":[0.0001173395,0.0009100621,0.4516479,0.00006926974,0.0004311394,0.0005937979,0.0003573339,0.5404146,0.004024572,0.0005515751,0.0008123209,0.00007003936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682738,0.0003709741,0.02997594,0.00004116438,0.00001923996,0.0003339509,0.0005190891,0.000194432,0.0002713607],"genre_scores_gemma":[0.9738691,0.000161656,0.02431622,0.00002144587,0.00001194468,0.0002807612,0.001236131,0.00002072281,0.00008194841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425807,"threshold_uncertainty_score":0.07540476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255671726835666,"score_gpt":0.2905347163131618,"score_spread":0.2679779990448051,"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."}}