{"id":"W4395037761","doi":"10.1128/spectrum.04245-23","title":"International circumpolar surveillance: update on the interlaboratory quality control program for <i>Streptococcus pneumoniae</i> , 2009 to 2020","year":2024,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Ste. Anne's Hospital; Public Health Agency of Canada","funders":"Centers for Disease Control and Prevention; Public Health Agency; Public Health Agency of Canada; GlaxoSmithKline","keywords":"Circumpolar star; Streptococcus pneumoniae; Environmental health; Geography; Medicine; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04197297,0.001414291,0.0008373257,0.009249625,0.0007627521,0.002759008,0.003378454,0.001011127,0.003041102],"category_scores_gemma":[0.02398895,0.0004509266,0.001140104,0.008315507,0.0008263722,0.001623531,0.002546848,0.001496506,0.00111626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004650027,"about_ca_system_score_gemma":0.0108075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1228773,"about_ca_topic_score_gemma":0.06297938,"domain_scores_codex":[0.9860023,0.003791106,0.002581282,0.001027283,0.005733488,0.0008644219],"domain_scores_gemma":[0.9147535,0.005220719,0.01380096,0.003074548,0.05808395,0.005066277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002394212,0.0002410166,0.5187402,0.002626925,0.0002495979,0.0001787907,0.001839357,0.001681734,0.001185397,0.001545275,0.1885959,0.2828763],"study_design_scores_gemma":[0.00005029268,0.0001996395,0.7547783,0.004117904,0.0001507819,0.000284428,0.00107921,0.001897994,0.001115108,0.0002641378,0.2360047,0.00005752079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1808343,0.1791426,0.07720591,0.07799251,0.01062022,0.01099412,0.2434783,0.009404559,0.2103275],"genre_scores_gemma":[0.4371189,0.06689524,0.1252058,0.02098714,0.003254382,0.008783786,0.3169919,0.000940475,0.01982232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1228773,"threshold_uncertainty_score":0.244324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101162452301892,"score_gpt":0.3128209303216329,"score_spread":0.301809305798614,"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."}}