{"id":"W2985173974","doi":"10.33321/cdi.2019.43.56","title":"Invasive Pneumococcal Disease Surveillance, 1 January to 31 March 2019","year":2019,"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":"Pneumococcal disease; Serotype; Pneumococcal conjugate vaccine; Medicine; Quarter (Canadian coin); Conjugate vaccine; Streptococcus pneumoniae; Pediatrics; Pneumococcal infections; Virology; Immunization; Immunology; Biology; Antibody; Geography; Microbiology; 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":[0.0009930709,0.0007900195,0.0005020564,0.003148929,0.0006491644,0.001317256,0.0008172153,0.0006307846,0.007051919],"category_scores_gemma":[0.003566001,0.0002955187,0.0005284499,0.002422879,0.0001429884,0.0006498676,0.001273427,0.0005543637,0.004808046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736044,"about_ca_system_score_gemma":0.004068242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1295119,"about_ca_topic_score_gemma":0.1608067,"domain_scores_codex":[0.9986921,0.0001199108,0.0002427744,0.0002057062,0.000503234,0.0002363456],"domain_scores_gemma":[0.9981726,0.00005784063,0.0004597701,0.00006738936,0.0009254831,0.0003168545],"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":[0.0008187262,0.0002239016,0.3571914,0.00141007,0.0001888543,0.0006153546,0.0003881581,0.0005999842,0.001990539,0.0007444083,0.5392222,0.09660635],"study_design_scores_gemma":[0.00006339225,0.0001561835,0.8541466,0.0006611612,0.00004200614,0.00045084,0.0002501752,0.000453109,0.0007143624,0.0001617115,0.1428733,0.00002713083],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.08751762,0.007883685,0.001190518,0.0039904,0.001786039,0.001213446,0.806082,0.0009283941,0.08940792],"genre_scores_gemma":[0.2409378,0.007848785,0.002022563,0.002985973,0.001058179,0.001680437,0.697278,0.0001134272,0.04607484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1295119,"threshold_uncertainty_score":0.2575161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932614834431727,"score_gpt":0.3049382979735706,"score_spread":0.2856121496292533,"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."}}