{"id":"W2980450973","doi":"10.33321/cdi.2019.43.51","title":"Invasive Pneumococcal Disease Surveillance, 1 April to 30 June 2018","year":2019,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NSW Health Pathology; Queensland Health","keywords":"Pneumococcal disease; Serotype; Pneumococcal conjugate vaccine; Quarter (Canadian coin); Medicine; 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":[0.000152117,0.0002907586,0.0004929566,0.0001856171,0.0002467077,0.00005912847,0.0006732515,0.00008441792,0.002307651],"category_scores_gemma":[0.000724994,0.0002575143,0.0002678836,0.0005665738,0.0002222139,0.0001429737,0.0005342027,0.0003561354,0.006629043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414388,"about_ca_system_score_gemma":0.0004489563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004749766,"about_ca_topic_score_gemma":0.00004764532,"domain_scores_codex":[0.9981155,0.0001752086,0.0004168343,0.0004495262,0.0003431054,0.0004998392],"domain_scores_gemma":[0.9958661,0.0004626962,0.00008811168,0.002249872,0.0002323638,0.001100882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005289791,0.001618295,0.9640822,0.0005027271,0.0002004919,0.0001592222,0.0002293213,0.001751663,0.01553359,0.00151793,0.009618451,0.004257179],"study_design_scores_gemma":[0.0007854684,0.0008222921,0.6406932,0.0007956337,0.0002539399,0.00004760917,0.0006666761,0.001113415,0.001862596,0.001168006,0.350752,0.001039159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972772,0.002750745,0.0008309413,0.004552369,0.001503739,0.001957637,0.0002307552,0.0004458398,0.014956],"genre_scores_gemma":[0.9914737,0.0008709701,0.00006672512,0.003076035,0.0001164597,0.0001283489,0.00007055957,0.00004583721,0.004151353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3411335,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353060756502086,"score_gpt":0.2988714571849017,"score_spread":0.2753408496198809,"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."}}