{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000135332,0.0002960973,0.0004786407,0.0001822867,0.000250104,0.00006753732,0.0006607861,0.00008911709,0.001256114],"category_scores_gemma":[0.0006945621,0.0002584488,0.0002878765,0.0005017552,0.0001968532,0.0001718009,0.0005275109,0.0003642155,0.005215986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331296,"about_ca_system_score_gemma":0.000544587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004151226,"about_ca_topic_score_gemma":0.00006828225,"domain_scores_codex":[0.9981739,0.0001463881,0.0003942387,0.0004539935,0.0003271217,0.0005043907],"domain_scores_gemma":[0.9957004,0.0004860572,0.00008706428,0.002321601,0.0002727632,0.001132183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004409969,0.001049288,0.9740893,0.0002696231,0.0001489926,0.0001619845,0.0001674308,0.001145418,0.008223952,0.0008726539,0.01100192,0.002428469],"study_design_scores_gemma":[0.0005195345,0.0004737739,0.771131,0.0005200732,0.0001895384,0.0000591793,0.0003864148,0.0006270302,0.001186332,0.0007059435,0.2234688,0.0007323009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631563,0.001638273,0.0002708953,0.001779767,0.0006029336,0.001344456,0.0001343556,0.0002413976,0.03083159],"genre_scores_gemma":[0.9910777,0.0007453562,0.00007543168,0.003209624,0.00009124278,0.0001475477,0.00008021771,0.00004152252,0.004531377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2124669,"threshold_uncertainty_score":0.9999868,"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."}}