{"id":"W4224288966","doi":"10.1093/ofid/ofac205","title":"The Collapse of Infectious Disease Diagnoses Commonly Due to Communicable Respiratory Pathogens During the Coronavirus Disease 2019 Pandemic: A Time Series and Hierarchical Clustering Analysis","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institute for Clinical Evaluative Sciences; Public Health Agency of Canada; University of Ottawa; St. Joseph’s Healthcare Hamilton; Public Health Ontario; University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research; OPEC Fund for International Development","keywords":"Medicine; Pandemic; Coronavirus; Communicable disease; Infectious disease (medical specialty); Virology; Coronavirus disease 2019 (COVID-19); Disease; Pathology","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":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.001269973,0.000413349,0.000981785,0.0001623075,0.004685857,0.0002846779,0.001219124,0.00004718155,0.0001959245],"category_scores_gemma":[0.006083724,0.0002743415,0.0004135599,0.001050917,0.0006635886,0.0002412421,0.008025611,0.000410275,0.00001062241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002864025,"about_ca_system_score_gemma":0.0002127249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008929624,"about_ca_topic_score_gemma":0.004087128,"domain_scores_codex":[0.9955612,0.001913794,0.0007924791,0.0005865546,0.0004845687,0.0006613962],"domain_scores_gemma":[0.9887053,0.008700144,0.0004286836,0.001464339,0.00012559,0.000575982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00142575,0.0006165805,0.9844096,0.0001100335,0.0008935825,0.00008008163,0.0002573439,0.005045857,0.00002933614,0.003137102,0.002798436,0.001196262],"study_design_scores_gemma":[0.001135756,0.0005223755,0.9430591,0.0000574661,0.001681524,0.00001752208,0.0005711322,0.0006969397,0.000003992883,0.02958367,0.02210749,0.000563039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882505,0.003728851,0.000126732,0.002825696,0.0001087255,0.002295831,0.001965096,0.0002246975,0.0004738664],"genre_scores_gemma":[0.9953225,0.0004778299,0.00003345675,0.001810878,0.00003624161,0.001780156,0.00003351835,0.00005131698,0.0004541049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04135054,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07316947772935652,"score_gpt":0.3705834971551173,"score_spread":0.2974140194257608,"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."}}