{"id":"W2983884827","doi":"10.33321/cdi.2017.41.49","title":"Invasive Pneumococcal Disease Surveillance, 1 January to 31 March 2017","year":2017,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NSW Health Pathology; Queensland Health","keywords":"Medicine; Pneumococcal disease; Quarter (Canadian coin); Pneumococcal conjugate vaccine; Serotype; Pediatrics; Disease surveillance; Disease; Conjugate vaccine; Streptococcus pneumoniae; Virology; Immunization; Internal medicine; Immunology; 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":[0.001312161,0.001065587,0.0007202787,0.003871323,0.0007657391,0.001649102,0.001054263,0.0006575205,0.00613662],"category_scores_gemma":[0.004193077,0.0003380183,0.0005902464,0.002925517,0.0002203728,0.000944799,0.001765936,0.0006994078,0.004301197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003514109,"about_ca_system_score_gemma":0.006775162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1230021,"about_ca_topic_score_gemma":0.1623359,"domain_scores_codex":[0.9980997,0.000147139,0.0003429248,0.0002793812,0.0007870602,0.0003438221],"domain_scores_gemma":[0.9975125,0.00006481644,0.0005104651,0.00008348369,0.00146475,0.0003640144],"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":[0.001081256,0.0003843136,0.4071677,0.001211938,0.0002350728,0.0006784276,0.0005615278,0.0008582699,0.001532512,0.0009141081,0.4980209,0.08735396],"study_design_scores_gemma":[0.0001426718,0.0002272734,0.7826187,0.001040979,0.00006905979,0.0005257087,0.0006352876,0.000669105,0.001415586,0.0003257346,0.2122928,0.00003707837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1242967,0.006436999,0.001165016,0.002953665,0.001888134,0.00198656,0.7866694,0.0008289529,0.07377449],"genre_scores_gemma":[0.1799325,0.008813908,0.002148487,0.002036328,0.001074909,0.002193923,0.7637247,0.0001635002,0.03991175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1230021,"threshold_uncertainty_score":0.2445724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0592972876480813,"score_gpt":0.3654135802632303,"score_spread":0.306116292615149,"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."}}