{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009235374,0.0007842096,0.0005296912,0.003145791,0.0006403435,0.00112725,0.0009592953,0.0005168927,0.007794043],"category_scores_gemma":[0.003406627,0.0002649631,0.0003976454,0.002233753,0.0001287436,0.000666986,0.001239484,0.0004903556,0.004746652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00218031,"about_ca_system_score_gemma":0.00288162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07486648,"about_ca_topic_score_gemma":0.09417912,"domain_scores_codex":[0.99865,0.00009780237,0.0002246831,0.0002499683,0.000562058,0.0002156074],"domain_scores_gemma":[0.9981981,0.00005473216,0.000463114,0.00006472839,0.0009633899,0.0002559189],"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":[0.0007452983,0.000302193,0.3307389,0.001007924,0.0001104397,0.0005428276,0.0005160813,0.0003810378,0.001312845,0.0005327014,0.5690647,0.09474505],"study_design_scores_gemma":[0.00008608065,0.0001656816,0.7888592,0.0006263681,0.00003340036,0.0004118649,0.0002828304,0.0003614704,0.0005820416,0.000139463,0.208435,0.00001640564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1061694,0.00598861,0.0009806064,0.002772748,0.001333958,0.001596789,0.8049609,0.001123995,0.07507302],"genre_scores_gemma":[0.1868116,0.006985186,0.002220814,0.002093231,0.001108397,0.001899474,0.7469181,0.0001632379,0.05179988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07486648,"threshold_uncertainty_score":0.1488614,"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."}}