{"id":"W2297866781","doi":"10.1155/2007/451417","title":"Admission is not Always Necessary for Patients with Community‐Acquired Pneumonia in Risk Classes IV and V Diagnosed in the Emergency Room","year":2007,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Pfizer Canada; Pfizer; Alberta Heritage Foundation for Medical Research; Fondation pour la Recherche Médicale; Abbott Canada; Capital Health","keywords":"Medicine; Chest radiograph; Pneumonia; Emergency department; Observational study; Community-acquired pneumonia; Ambulatory; White blood cell; Emergency medicine; Chest pain; Altered Mental Status; Prospective cohort study; Pediatrics; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00154521,0.0002170509,0.0002881152,0.0007516271,0.0008667703,0.00004921956,0.0002063268,0.0001800409,0.00006585365],"category_scores_gemma":[0.0004076628,0.0001476817,0.00007973787,0.0004995058,0.00007188613,0.0001937924,0.00001679923,0.0009538863,0.000003536496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123505,"about_ca_system_score_gemma":0.0008077963,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004636189,"about_ca_topic_score_gemma":0.2290915,"domain_scores_codex":[0.9980495,0.0003658,0.0005505916,0.0001860205,0.0002807947,0.000567273],"domain_scores_gemma":[0.9981869,0.0003056035,0.0002088038,0.0003230983,0.0001924588,0.0007831671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001678047,0.0002038155,0.9887791,0.00003760702,0.00002790287,0.0002488725,0.001443731,0.000007262624,0.0007223909,0.00001244832,0.001474963,0.006874081],"study_design_scores_gemma":[0.00306254,0.0009996874,0.9252173,0.0001832684,0.00005248866,0.00006100392,0.00135895,0.00001598472,0.00006500137,0.00008889181,0.06871952,0.0001754068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972467,0.0003041363,0.00003207668,0.001021357,0.0002233947,0.0006336219,0.00006146002,0.00001015694,0.0004671397],"genre_scores_gemma":[0.9934956,0.0001066717,0.00002291899,0.006119694,0.0001610041,0.00002760282,0.00000820796,0.00003092797,0.0000273934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2244553,"threshold_uncertainty_score":0.7849756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581304516271067,"score_gpt":0.2856606637976373,"score_spread":0.2598476186349267,"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."}}