{"id":"W4408099378","doi":"10.1186/s12879-025-10608-z","title":"Model-based cost-impact analysis of a diagnostic test for patients with community-acquired pneumonia in Canada","year":2025,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medical microbiology; Pneumonia; Test (biology); Medicine; Parasitology; Tropical medicine; Community-acquired pneumonia; Intensive care medicine; Family medicine; Internal medicine; Pathology; Immunology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004895989,0.0001426919,0.0003837,0.0002481341,0.0001590996,0.000006200299,0.0001244815,0.00006067507,0.00002086587],"category_scores_gemma":[0.0008484441,0.0001112814,0.0001232283,0.0005902243,0.0001101175,0.00002994476,0.00002285519,0.00007793591,8.779648e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598541,"about_ca_system_score_gemma":0.001501722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3317301,"about_ca_topic_score_gemma":0.9131278,"domain_scores_codex":[0.9992365,0.0001357589,0.0002301747,0.0001413786,0.00003127398,0.0002249133],"domain_scores_gemma":[0.9961615,0.00328813,0.0001139828,0.0002842291,0.000128081,0.00002402772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002752309,0.001018854,0.969771,0.0001484311,0.0005601638,6.473834e-7,0.00002509586,0.02768719,0.0001487915,0.00001891026,0.0001731693,0.0001725163],"study_design_scores_gemma":[0.002443849,0.0002063065,0.992703,0.0001473174,0.001123315,8.397539e-8,0.00005522467,0.002946282,0.0001933866,0.00003009189,0.00002544207,0.0001257583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952762,0.0003659018,0.002257112,0.00000768412,0.00006424326,0.0005083221,0.001423048,0.0000207691,0.00007667865],"genre_scores_gemma":[0.9990651,0.000009933503,0.00001267311,0.0001043827,0.000001481155,0.00005124158,0.0006951637,0.000008428535,0.00005161807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5813977,"threshold_uncertainty_score":0.67272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006931210295196978,"score_gpt":0.2366428935839517,"score_spread":0.2297116832887547,"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."}}