{"id":"W4254740556","doi":"10.33321/cdi.2020.44.40","title":"Invasive Pneumococcal Disease Surveillance, 1 July to 30 September 2019","year":2020,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NSW Health Pathology; Queensland Health","keywords":"Pneumococcal disease; Serotype; Pneumococcal conjugate vaccine; Medicine; Quarter (Canadian coin); Conjugate vaccine; Streptococcus pneumoniae; Pediatrics; Pneumococcal infections; Virology; Immunization; Immunology; Biology; Microbiology; Geography; Antibody; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007550914,0.0006473538,0.0004641221,0.002679798,0.0005495462,0.001062826,0.0007013849,0.0005471175,0.006124363],"category_scores_gemma":[0.002339307,0.0002521055,0.0004439398,0.001593791,0.0001261785,0.000538591,0.001045387,0.0005045759,0.004643003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002106369,"about_ca_system_score_gemma":0.003574077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0971684,"about_ca_topic_score_gemma":0.1374988,"domain_scores_codex":[0.9989811,0.00008583785,0.0001640255,0.0001551504,0.0004074926,0.0002064357],"domain_scores_gemma":[0.9985072,0.00005320588,0.0003708637,0.00004546876,0.0007420295,0.0002811305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006965827,0.0002517257,0.4121277,0.001139621,0.0001391226,0.0005484236,0.0003039432,0.0004992072,0.002266907,0.0006762201,0.4929698,0.08838081],"study_design_scores_gemma":[0.00005082442,0.0001497688,0.8715612,0.0005263831,0.00003458878,0.0004431017,0.0002165924,0.000505069,0.0008814686,0.0001521829,0.1254557,0.00002298579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1205854,0.007330259,0.001530305,0.004321293,0.002194722,0.001227059,0.7508323,0.0009856723,0.1109932],"genre_scores_gemma":[0.2626549,0.006953596,0.002223504,0.003060588,0.001218912,0.001321259,0.6697683,0.0001071696,0.05269172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0971684,"threshold_uncertainty_score":0.1932056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835154570243064,"score_gpt":0.3111481955868999,"score_spread":0.2727966498844692,"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."}}