{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002019801,0.0002902791,0.0004657982,0.0001649137,0.001525498,0.0002092986,0.001580424,0.00008618086,0.0002105176],"category_scores_gemma":[0.002505897,0.0002607073,0.0002867349,0.0001662332,0.0006151693,0.0002592684,0.001183408,0.0004220324,0.001031056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001156405,"about_ca_system_score_gemma":0.00062167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036065,"about_ca_topic_score_gemma":0.00009843528,"domain_scores_codex":[0.9981769,0.0001410452,0.0003762348,0.0004495931,0.0003304838,0.0005257915],"domain_scores_gemma":[0.9934763,0.0003962082,0.000155753,0.004385515,0.0002777337,0.001308527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006852574,0.001406757,0.9594003,0.000354651,0.0001945323,0.0007586899,0.0001589522,0.0002950248,0.005995466,0.001001254,0.01792171,0.0118274],"study_design_scores_gemma":[0.0002627324,0.0002529045,0.9229264,0.0003567384,0.0001164555,0.00003219988,0.0001478575,0.0002800933,0.0005117175,0.0008461551,0.073873,0.000393766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9121335,0.003500576,0.0009543942,0.01604148,0.001233897,0.002603064,0.0005852461,0.000409725,0.06253812],"genre_scores_gemma":[0.993967,0.001635374,0.00009560709,0.001613199,0.0001770496,0.0002290389,0.00006831172,0.00003329369,0.002181139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08183349,"threshold_uncertainty_score":0.9999845,"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."}}