{"id":"W4391561986","doi":"10.1093/ofid/ofae082","title":"Modeling Invasive Aspergillosis Risk for the Application of Prophylaxis Strategies","year":2024,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; University Health Network; CancerCare Manitoba; Vancouver General Hospital; University of Manitoba","funders":"","keywords":"Aspergillosis; Medicine; Psychological intervention; Epidemiology; Intensive care medicine; The Internet; Incidence (geometry); Clinical Practice; Family medicine; Pathology; Computer science; Immunology; World Wide Web; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001631851,0.0001146468,0.0002118376,0.00004548579,0.000223878,0.0001476536,0.0001493667,0.00004974975,0.00003997648],"category_scores_gemma":[0.0002787604,0.00007169622,0.0001909392,0.0002045142,0.00008795585,0.0002671096,0.00007405886,0.0000988171,0.00001367914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005927862,"about_ca_system_score_gemma":0.0003785844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050312,"about_ca_topic_score_gemma":0.001079061,"domain_scores_codex":[0.9991676,0.0000262263,0.000219619,0.0002758466,0.0001487247,0.0001620457],"domain_scores_gemma":[0.9990856,0.0002860583,0.0000502497,0.0003429904,0.0001734716,0.00006160195],"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":[0.001063137,0.0006993187,0.8311996,0.002121161,0.0008370005,0.000005871314,0.0004003045,0.008162304,0.002336771,0.05288044,0.001808137,0.0984859],"study_design_scores_gemma":[0.003858575,0.005020231,0.2680456,0.001333588,0.004250173,0.00002584481,0.0152345,0.5065941,0.004878985,0.1838057,0.005921548,0.00103119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819853,0.006137982,0.1018302,0.0006110901,0.0001781361,0.003906375,0.0003556208,0.0001419096,0.004853371],"genre_scores_gemma":[0.9985812,0.0004999951,0.00007952757,0.00007936162,0.00005422121,0.0005072984,0.00003942851,0.00002055831,0.0001384627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5631541,"threshold_uncertainty_score":0.2923687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649966285830777,"score_gpt":0.3137886012110487,"score_spread":0.2972889383527409,"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."}}