{"id":"W4398784133","doi":"10.14745/ccdr.v50i05a02","title":"Invasive pneumococcal disease surveillance in Canada, 2021–2022","year":2024,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon Health and Social Services; Queen Elizabeth II Health Sciences Centre; Government of New Brunswick; BC Centre for Disease Control; Public Health Ontario; Provincial Laboratory of Public Health; University of Toronto; Ste. Anne's Hospital; Saskatchewan Disease Control Laboratory; University of Manitoba; Mount Sinai Hospital; Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Pneumococcal disease; Medicine; Intensive care medicine; Disease surveillance; Disease; Streptococcus pneumoniae; Biology; Internal medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002381272,0.0002439947,0.0004080202,0.0001224794,0.0001873275,0.00003973282,0.0002381733,0.00003877786,0.0004372598],"category_scores_gemma":[0.0007259123,0.0002309833,0.0001225605,0.0006053342,0.00007774567,0.00008805362,0.0001651755,0.0005650778,0.000007791108],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003447797,"about_ca_system_score_gemma":0.09623791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938561,"about_ca_topic_score_gemma":0.9998033,"domain_scores_codex":[0.9977928,0.0001541722,0.0005540397,0.0004287461,0.000595023,0.0004752126],"domain_scores_gemma":[0.9966469,0.0002884719,0.00007626788,0.001510549,0.0001405907,0.001337157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006371945,0.00009914023,0.8359995,0.0004218853,0.0001184963,0.1358182,0.00001378783,0.0003615501,0.0006456001,0.0000980011,0.02565903,0.0007010449],"study_design_scores_gemma":[0.0002340891,0.00001085262,0.7038831,0.0003365251,0.00007399594,0.0003084193,0.0001056383,0.0007322026,0.00001910044,0.00004132557,0.2940134,0.0002413607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700417,0.008548703,0.000003223562,0.01420455,0.001057754,0.0005549932,0.0003433147,0.00006720279,0.005178574],"genre_scores_gemma":[0.9954634,0.0004817525,0.000002539182,0.001410646,0.0001051143,0.0001407802,0.0003221915,0.00004160545,0.002031957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2683543,"threshold_uncertainty_score":0.9419225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030157545374328,"score_gpt":0.2440211606997069,"score_spread":0.2337195852459636,"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."}}