{"id":"W2982730711","doi":"10.33321/cdi.2019.43.41","title":"Invasive Pneumococcal Disease Surveillance, 1 July to 30 September 2017","year":2019,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":4,"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; Antibody; 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":["insufficient_payload"],"category_scores_codex":[0.0001450587,0.0002892849,0.0004770095,0.0001674314,0.0002516968,0.00006495763,0.0006485939,0.00008526209,0.00221755],"category_scores_gemma":[0.0005617216,0.0002547485,0.0002876793,0.0004321981,0.0001906065,0.0001554623,0.000482142,0.0003805405,0.01456102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177669,"about_ca_system_score_gemma":0.0004287356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002508432,"about_ca_topic_score_gemma":0.00002687567,"domain_scores_codex":[0.9981711,0.0001775032,0.0003943893,0.0004419732,0.0003306699,0.0004843636],"domain_scores_gemma":[0.9958566,0.0004610671,0.00009064869,0.00224458,0.0002613885,0.001085721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004276235,0.001358688,0.9631698,0.0004868568,0.0002112753,0.0002374415,0.0002013206,0.002040292,0.008450837,0.0006449393,0.01976829,0.003002668],"study_design_scores_gemma":[0.0004890697,0.000525136,0.6153196,0.0005704183,0.0001824928,0.00004680765,0.0002690049,0.0006306175,0.0008187106,0.0005598969,0.3798808,0.0007075219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249637,0.002323506,0.0004734303,0.001742105,0.0008731647,0.001953659,0.0002664381,0.0004058418,0.06699821],"genre_scores_gemma":[0.9910104,0.0005004299,0.00005331002,0.002812007,0.00009842242,0.0001355339,0.00006628319,0.0000426554,0.005280925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3601125,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657938319705377,"score_gpt":0.3165002893032887,"score_spread":0.2899209061062349,"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."}}