{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000171656,0.0002898807,0.0004852165,0.0002334422,0.0002321344,0.00005791079,0.0007433112,0.00008599851,0.0007691134],"category_scores_gemma":[0.0005822916,0.0002595736,0.0002835714,0.0006276719,0.0002028925,0.0001582268,0.0006374207,0.0004291196,0.004795679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442052,"about_ca_system_score_gemma":0.000639777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005443862,"about_ca_topic_score_gemma":0.00002278044,"domain_scores_codex":[0.998049,0.0001875186,0.000412283,0.0004655216,0.0003577108,0.0005279485],"domain_scores_gemma":[0.9957356,0.0006235921,0.00007736993,0.002237914,0.0002449366,0.001080539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006669494,0.001249772,0.9634432,0.0004035228,0.0001553986,0.0001625732,0.000141436,0.00135529,0.01288688,0.000885542,0.01399881,0.004650676],"study_design_scores_gemma":[0.0004341553,0.0006461598,0.8604218,0.0004920999,0.0001312304,0.00003575287,0.0003670616,0.0006108831,0.0008617076,0.000647885,0.1347297,0.0006214853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704827,0.002882666,0.000342768,0.003985324,0.0006902893,0.002205339,0.0003094843,0.0002875534,0.01881388],"genre_scores_gemma":[0.9907756,0.001103628,0.00007845567,0.002940569,0.00009899463,0.0001571546,0.0001525724,0.00004035453,0.004652603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1207309,"threshold_uncertainty_score":0.9999856,"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."}}