{"id":"W2791370380","doi":"10.3390/children5030036","title":"Trends in Pediatric Complicated Pneumonia in an Ontario Local Health Integration Network","year":2018,"lang":"en","type":"article","venue":"Children","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Saskatchewan","funders":"","keywords":"Medicine; Empyema; Pneumonia; Incidence (geometry); Pediatrics; Pneumococcal conjugate vaccine; Parapneumonic effusion; Streptococcus pneumoniae; Pleural effusion; Internal medicine; Surgery; Antibiotics","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":[0.0001752375,0.0001257444,0.0002479294,0.0003780596,0.00009575986,0.00001305444,0.0000697799,0.00009961116,0.00009763574],"category_scores_gemma":[0.000006083995,0.0001076793,0.00004181707,0.0008850213,0.00007255197,0.000080338,0.00001899713,0.0003657959,0.00005141557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003794364,"about_ca_system_score_gemma":0.0002185638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009840324,"about_ca_topic_score_gemma":0.3341857,"domain_scores_codex":[0.9989506,0.00007320041,0.000310144,0.0002602147,0.0001026318,0.0003032222],"domain_scores_gemma":[0.9994947,0.00001042033,0.00006710484,0.0002368818,0.00003660237,0.0001543097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002452274,0.0002247457,0.9806156,0.000002610633,0.000004748589,0.000003589736,0.0005535483,0.00007009933,0.0001113823,0.00004475113,0.0007378017,0.01760659],"study_design_scores_gemma":[0.0008489644,0.000741355,0.9972078,0.00003345436,0.00001260379,0.0000421164,0.0000135239,0.0003303649,0.00001465164,0.0000502927,0.0006076417,0.00009719907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968393,0.00005155546,0.0002181516,0.001147653,0.0001486814,0.000216493,0.000002732539,0.00006496969,0.001310403],"genre_scores_gemma":[0.9978192,0.00001264758,0.00004796374,0.001213395,0.0005861035,0.00001458486,0.0001555086,0.00001451941,0.0001360075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3243454,"threshold_uncertainty_score":0.9967532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223244221804888,"score_gpt":0.3066267868088817,"score_spread":0.2843943445908328,"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."}}