{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005600826,0.0002312369,0.0003352482,0.0001303563,0.0001469861,0.00007270931,0.0002232495,0.0001670545,0.0002835256],"category_scores_gemma":[0.0001646878,0.0001518314,0.0002220129,0.0002872954,0.000155787,0.00003818757,0.0000426941,0.0004257955,0.0005403919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546685,"about_ca_system_score_gemma":0.0001563587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006903776,"about_ca_topic_score_gemma":0.00005736434,"domain_scores_codex":[0.9984812,0.0001629043,0.0003791925,0.000502503,0.00007022888,0.0004040367],"domain_scores_gemma":[0.9990478,0.0002973622,0.00006551132,0.0003705938,0.0001015446,0.0001171704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001634318,0.0002527354,0.01634785,0.00005117509,0.0004656886,0.00004166349,0.00009751593,0.000006316811,0.9058902,0.002150682,0.07126393,0.00326885],"study_design_scores_gemma":[0.0007631841,0.0008760473,0.009833924,0.00006563417,0.00004186489,0.00009637032,0.00004752207,0.00004659785,0.009221965,0.0001283727,0.9786825,0.0001959826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7331963,0.0005174011,0.000966122,0.250204,0.00549991,0.004201779,0.002646548,0.0007488466,0.002019126],"genre_scores_gemma":[0.9846732,0.00003606552,0.00002433914,0.01333834,0.0007918521,0.0005847306,0.0001565466,0.00003411803,0.0003608091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9074186,"threshold_uncertainty_score":0.6945825,"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."}}