{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008732386,0.0002838012,0.0004592275,0.00009253316,0.0002765644,0.00006029109,0.0006140647,0.00007282934,0.001318855],"category_scores_gemma":[0.001175658,0.0002549812,0.0002793608,0.0006075058,0.0002183444,0.0001282279,0.0005144913,0.0004015584,0.00624734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007671826,"about_ca_system_score_gemma":0.0004193461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000189582,"about_ca_topic_score_gemma":0.00001316619,"domain_scores_codex":[0.9982193,0.0001882049,0.0004119731,0.0004362313,0.0003121437,0.0004321483],"domain_scores_gemma":[0.9961737,0.0003829792,0.00007811267,0.001255826,0.0002323461,0.001877048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001465561,0.002543375,0.7868841,0.001104477,0.0005476429,0.0009651833,0.001157343,0.006468065,0.02063212,0.001068701,0.1660281,0.01113542],"study_design_scores_gemma":[0.0005959921,0.0009065632,0.3252597,0.0004148982,0.0003281316,0.00002964562,0.0003897668,0.001568391,0.001601822,0.0004010873,0.6675687,0.0009352383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.852626,0.01223607,0.008534919,0.04774218,0.001418808,0.005465898,0.001780683,0.002161656,0.06803374],"genre_scores_gemma":[0.985304,0.0006066358,0.00007945501,0.01271837,0.0001874579,0.0001113933,0.0000844755,0.0000461227,0.0008621149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5015407,"threshold_uncertainty_score":0.9999902,"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."}}