{"id":"W2336585155","doi":"","title":"Epidemiology of Nosocomial Invasive Pneumococcal Disease in Toronto, Canada, 1995-2007","year":2008,"lang":"en","type":"article","venue":"46th Annual Meeting","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Epidemiology; Pneumococcal disease; Medicine; Disease; Intensive care medicine; Environmental health; Streptococcus pneumoniae; Microbiology; Biology; Antibiotics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003017141,0.0001476298,0.0004577292,0.00006006335,0.0001172772,5.265022e-7,0.00007939518,0.00009562536,0.00009341066],"category_scores_gemma":[0.002707561,0.0001300546,0.00009379052,0.0001158112,0.0001364404,0.00007629616,0.00004566211,0.0002290879,0.000006202145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004146423,"about_ca_system_score_gemma":0.001406106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4741806,"about_ca_topic_score_gemma":0.5819696,"domain_scores_codex":[0.9984772,0.0001931835,0.0005281625,0.0002445805,0.00015822,0.0003986544],"domain_scores_gemma":[0.9985805,0.0005937137,0.0001502286,0.0001972761,0.0001135555,0.0003647666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009378226,0.0001053902,0.9948093,0.00006991371,0.00002125934,0.0003220003,0.0003250488,0.0001478043,0.002875812,0.00006881978,0.001012735,0.0001481743],"study_design_scores_gemma":[0.0007538213,0.0001523639,0.9929638,0.0001547678,0.00002869685,0.00006419208,0.0005119877,0.00006111844,0.0003891129,0.00001532348,0.00477419,0.0001306057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922771,0.0006167844,0.000005582084,0.000908712,0.0003986671,0.0002707024,0.00006538397,0.0000251785,0.005431927],"genre_scores_gemma":[0.9979144,0.00006390945,0.00005754183,0.001340231,0.0003969207,0.00002531152,0.00001531822,0.00001479939,0.0001715662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1077889,"threshold_uncertainty_score":0.5303472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179896245792181,"score_gpt":0.2904493141913851,"score_spread":0.2686503517334633,"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."}}