{"id":"W3102901661","doi":"10.1017/ice.2020.1339","title":"A regional Canadian expert consensus on recommendations for restoring exercise and pulmonary function testing in low and moderate-to-high community prevalence coronavirus disease 2019 (COVID-19) settings","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; St. Joseph’s Healthcare Hamilton; St. Joseph's Hospital; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Disease; Coronavirus; Pulmonary function testing; MEDLINE; Pulmonary disease; Intensive care medicine; Internal medicine; Infectious disease (medical specialty); Virology; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009369251,0.0001859783,0.000430887,0.0001943127,0.000551737,0.00001917511,0.00002375575,0.0001379979,0.00001019812],"category_scores_gemma":[0.005747421,0.0001830959,0.00004659382,0.0001305623,0.000100953,0.0001082405,0.00002260451,0.0003449355,0.000002544811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569321,"about_ca_system_score_gemma":0.0001666589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04843776,"about_ca_topic_score_gemma":0.00292535,"domain_scores_codex":[0.9984809,0.0003724762,0.0004152473,0.000387652,0.00005588275,0.0002877965],"domain_scores_gemma":[0.9966912,0.002099673,0.0001525479,0.0001203157,0.0001371324,0.0007991502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005550571,0.0001857129,0.9379982,0.0005318419,0.00005769614,0.00001509588,0.0007083152,0.00311974,0.0002084387,0.001024644,0.001658005,0.04894178],"study_design_scores_gemma":[0.003066189,0.001277237,0.8919013,0.0003188338,0.0000872711,0.00002761569,0.0000664644,0.09562521,0.000001909802,0.001722964,0.005699131,0.0002059101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.867795,0.001149645,0.01227747,0.1162864,0.0003763765,0.001846889,0.0001239604,0.0001023868,0.00004182559],"genre_scores_gemma":[0.9757177,0.000328212,0.0003119553,0.02303805,0.0002128933,0.0002736843,0.00007297276,0.000015572,0.00002899609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079227,"threshold_uncertainty_score":0.9578988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113014619720074,"score_gpt":0.3572414052754374,"score_spread":0.2442267855553633,"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."}}