{"id":"W2069316653","doi":"10.1016/j.jval.2011.08.200","title":"PIN12 Epidemiology, Outcomes, and Costs of Hospitalization Due to Pneumonia, Meningitis, and Septicemia in Canada from 2004 to 2010","year":2011,"lang":"en","type":"article","venue":"Value in Health","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pfizer (Canada); Dalhousie University","funders":"","keywords":"Medicine; Incidence (geometry); Case fatality rate; Meningitis; Pneumonia; Epidemiology; Pediatrics; Population; Diagnosis code; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003744194,0.0005359881,0.0006207222,0.002678987,0.002085014,0.001557068,0.001633178,0.000780851,0.002071475],"category_scores_gemma":[0.00256635,0.0005053075,0.001462695,0.006649001,0.0005566608,0.0005965755,0.001125299,0.001492342,0.0002203888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04775723,"about_ca_system_score_gemma":0.05821889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964333,"about_ca_topic_score_gemma":0.996977,"domain_scores_codex":[0.9986772,0.0000530003,0.000111269,0.0001383031,0.0004563533,0.0005638612],"domain_scores_gemma":[0.9964691,0.00008058838,0.0007756184,0.00005187768,0.001806326,0.0008165806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002014688,0.00004406503,0.9868628,0.00008397701,0.0001711604,0.0001612225,0.0001798154,0.0003910378,0.0000965568,0.0002046867,0.006221744,0.005381498],"study_design_scores_gemma":[0.00001139094,0.00002025351,0.9971163,0.00006396501,0.00005456559,0.0001571422,0.0004586684,0.0003470419,0.00004235033,0.00002831833,0.00168579,0.00001426965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918633,0.005965707,0.0002071178,0.001765097,0.00010991,0.00008068641,0.06521858,0.00007534692,0.007944508],"genre_scores_gemma":[0.9744709,0.00276725,0.000230607,0.0004033509,0.00003443189,0.00003905993,0.01977533,0.00001366836,0.002265301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04775723,"threshold_uncertainty_score":0.3465045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894306927741858,"score_gpt":0.3030747949701776,"score_spread":0.254131725692759,"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."}}