{"id":"W2142294159","doi":"10.1136/postgradmedj-2014-132802","title":"Short-term mortality of adult inpatients with community-acquired pneumonia: external validation of a modified CURB-65 score","year":2015,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AGE-WELL","keywords":"Medicine; Pneumonia; Community-acquired pneumonia; Intensive care medicine; Term (time); Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.004473952,0.0005812575,0.0006076849,0.001496746,0.0002664514,0.0007821527,0.0005311073,0.0005625565,0.0006602281],"category_scores_gemma":[0.01284696,0.000208912,0.0006390269,0.0008523266,0.0003774283,0.0006158624,0.001253325,0.0003627686,0.0003703137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792922,"about_ca_system_score_gemma":0.0004353754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628999,"about_ca_topic_score_gemma":0.001577473,"domain_scores_codex":[0.9972785,0.0009793738,0.0004151229,0.0003696522,0.0007763871,0.0001808895],"domain_scores_gemma":[0.993461,0.001568701,0.002710723,0.0004713056,0.001190198,0.0005980175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004158467,0.00004723558,0.9966242,0.00002349167,0.0001023734,0.00002492204,0.00007115177,0.000124713,0.0001760308,0.00001095444,0.0001024507,0.002276547],"study_design_scores_gemma":[0.00002524201,0.0002543258,0.9988678,0.00001426242,0.00002821775,0.0001012741,0.00005503753,0.0004225363,0.00006854407,0.00001394733,0.0001448415,0.000004042031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984981,0.0002093074,0.0002292461,0.00002013357,0.00001548099,0.00004810458,0.0005607311,0.000006450295,0.0004124869],"genre_scores_gemma":[0.9984046,0.00006430587,0.0002604818,0.00001553486,0.00001653056,0.00004370787,0.001115302,0.000003404383,0.00007621204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004473952,"threshold_uncertainty_score":0.02366084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0931725764972016,"score_gpt":0.341104664762474,"score_spread":0.2479320882652724,"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."}}