{"id":"W1011638209","doi":"10.1155/2001/818305","title":"Appearances Can Be Deceiving: What Is the Diagnosis for this Community‐Acquired Pneumonia?","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Malaise; Vomiting; Nausea; Productive Cough; Pneumonia; Sputum; Presentation (obstetrics); Emergency department; Chest pain; Sputum culture; Community-acquired pneumonia; Surgery; Lung; Tuberculosis; Internal medicine; Pathology","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":[0.0002541432,0.0001626321,0.0003896935,0.0001393656,0.000516245,0.0000602979,0.0002017009,0.0001361726,0.0006417045],"category_scores_gemma":[0.0006949734,0.0001001064,0.0002374647,0.0001355038,0.0006253651,0.0001064533,0.00002234901,0.0002727772,0.000002442275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008451009,"about_ca_system_score_gemma":0.001171332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005896626,"about_ca_topic_score_gemma":0.01667156,"domain_scores_codex":[0.9988896,0.0001820642,0.0003332226,0.0001240819,0.00008478195,0.0003862841],"domain_scores_gemma":[0.997446,0.0005560403,0.0001446054,0.000159389,0.0001853761,0.001508595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003316438,0.0003503186,0.8461534,0.0002192854,0.0004999072,0.0008007002,0.0012538,0.000001809947,0.0008747863,0.00009558805,0.04930211,0.1001166],"study_design_scores_gemma":[0.003574908,0.002517351,0.2220346,0.001389642,0.0009536264,0.01493395,0.002318304,0.00002900535,0.0001392657,0.001285452,0.7504501,0.0003737881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9181058,0.02852472,0.000009049821,0.05229215,0.0005330736,0.0002395624,0.0002062645,0.00001004678,0.00007937896],"genre_scores_gemma":[0.9617701,0.01243099,0.000004124124,0.02523086,0.0003626022,0.00002338981,0.00004136623,0.00001343725,0.0001231831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.701148,"threshold_uncertainty_score":0.9303125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751642441152869,"score_gpt":0.2596207773743006,"score_spread":0.2421043529627719,"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."}}