{"id":"W2980377752","doi":"10.33321/cdi.2019.43.50","title":"Invasive Pneumococcal Disease Surveillance, 1 January to 31 March 2018","year":2019,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NSW Health Pathology; Queensland Health","keywords":"Pneumococcal disease; Pneumococcal conjugate vaccine; Serotype; Quarter (Canadian coin); Medicine; Conjugate vaccine; Streptococcus pneumoniae; Pediatrics; Virology; Immunization; Immunology; Biology; Antibody; Microbiology; Geography; 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":[],"category_scores_codex":[0.0001646599,0.0002817826,0.0004657899,0.000219549,0.0002462199,0.00005609984,0.0007166905,0.00008320455,0.0008104153],"category_scores_gemma":[0.0005992234,0.0002518431,0.0002702585,0.0006135728,0.0002294813,0.0001530135,0.0006244289,0.0004011283,0.004195479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552716,"about_ca_system_score_gemma":0.0005997685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004672489,"about_ca_topic_score_gemma":0.00002777709,"domain_scores_codex":[0.9980978,0.0001804149,0.0004035494,0.0004539393,0.0003473092,0.000516928],"domain_scores_gemma":[0.9958318,0.0005783892,0.00007479527,0.002213586,0.0002172098,0.001084201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006581655,0.00129154,0.9666179,0.0004602056,0.0001568751,0.0001692317,0.0001517263,0.001005998,0.01270037,0.0007694873,0.01164522,0.004373217],"study_design_scores_gemma":[0.0004470264,0.0007442303,0.8227348,0.0005429026,0.0001418594,0.00003866264,0.0004746469,0.0007137529,0.001004196,0.0007692135,0.1717334,0.0006553358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677308,0.002248025,0.0003887121,0.00379762,0.0007402937,0.002087853,0.0002433719,0.0002883772,0.02247495],"genre_scores_gemma":[0.9922425,0.0008878428,0.00008529182,0.003008767,0.0001072576,0.0001810006,0.0001080284,0.00003859254,0.00334071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1600882,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511685880564652,"score_gpt":0.3081714611163915,"score_spread":0.283054602310745,"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."}}