{"id":"W2913714503","doi":"10.33321/cdi.2019.43.1","title":"Invasive Pneumococcal Disease Surveillance, 1 October to 31 December 2017","year":2019,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pneumococcal disease; Serotype; Pneumococcal conjugate vaccine; Medicine; Quarter (Canadian coin); Conjugate vaccine; Streptococcus pneumoniae; Pediatrics; Pneumococcal infections; Virology; Immunization; Immunology; Biology; Antibody; Microbiology; Antibiotics; Geography","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":[0.001000397,0.0007328651,0.0005565791,0.003228653,0.0005254441,0.001093532,0.0007435547,0.0004613498,0.005735183],"category_scores_gemma":[0.002909142,0.0002730002,0.0004431384,0.002346068,0.0001664338,0.0006520701,0.001495984,0.0005473577,0.004093019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002173409,"about_ca_system_score_gemma":0.004649083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06787352,"about_ca_topic_score_gemma":0.09767764,"domain_scores_codex":[0.9986501,0.0001127732,0.0002035908,0.0001939729,0.0005629234,0.0002765818],"domain_scores_gemma":[0.9982741,0.00004536481,0.0003821026,0.00005342804,0.0009213623,0.000323716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007835336,0.0003312193,0.5226802,0.001152361,0.0001749164,0.0004683195,0.0004815313,0.0006406102,0.00164362,0.0007625877,0.376515,0.09436619],"study_design_scores_gemma":[0.00008422898,0.0001895857,0.8355464,0.0008875638,0.00004176805,0.0004373772,0.000491615,0.0005762729,0.001001608,0.0002201764,0.1604998,0.00002352913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1844643,0.007092867,0.001318464,0.002278021,0.001610631,0.001799874,0.7268151,0.0006960576,0.07392467],"genre_scores_gemma":[0.1989197,0.008441532,0.001859677,0.001475639,0.0008891244,0.00163192,0.7469339,0.0001252708,0.03972314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06787352,"threshold_uncertainty_score":0.134957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816821753821627,"score_gpt":0.3185216422622413,"score_spread":0.290353424724025,"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."}}