{"id":"W2982730711","doi":"10.33321/cdi.2019.43.41","title":"Invasive Pneumococcal Disease Surveillance, 1 July to 30 September 2017","year":2019,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":4,"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; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009699359,0.0007731108,0.0005672046,0.002918479,0.0005672176,0.001233451,0.0007572739,0.0005042324,0.0081527],"category_scores_gemma":[0.002813025,0.0002935485,0.0004777796,0.001897994,0.0001458257,0.0006477232,0.00127963,0.0005736866,0.005913599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082496,"about_ca_system_score_gemma":0.00477146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07819529,"about_ca_topic_score_gemma":0.1091092,"domain_scores_codex":[0.9987815,0.0001085959,0.0001983781,0.0001872728,0.000499702,0.0002245576],"domain_scores_gemma":[0.9982036,0.0000573744,0.0003648388,0.00005397866,0.001003616,0.0003165342],"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":[0.0007405116,0.0003033805,0.3128491,0.001191255,0.000144559,0.0004022789,0.0003750535,0.000488946,0.001552539,0.0007511833,0.5915281,0.08967307],"study_design_scores_gemma":[0.0001160407,0.0001957466,0.741844,0.001145015,0.00005494183,0.0004176696,0.0004686727,0.0006744276,0.001307169,0.0003230548,0.2534277,0.00002554703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.09706389,0.006576049,0.001311431,0.003138749,0.002526267,0.001565017,0.8082342,0.0009897616,0.0785946],"genre_scores_gemma":[0.1470913,0.008253915,0.00211187,0.002077963,0.001313219,0.001489814,0.7849506,0.0001768498,0.05253448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07819529,"threshold_uncertainty_score":0.1554803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657938319705377,"score_gpt":0.3165002893032887,"score_spread":0.2899209061062349,"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."}}