{"id":"W4390330177","doi":"10.54434/candj.163","title":"The Role of Movement, Exercise, and Breathing in the Prevention and Treatment of COVID-19: An Umbrella Review","year":2023,"lang":"en","type":"article","venue":"CAND Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian College of Naturopathic Medicine","funders":"","keywords":"Medicine; Systematic review; Physical therapy; Physical medicine and rehabilitation; Narrative review; Breathing; Quality of life (healthcare); MEDLINE; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01040734,0.00150985,0.004610493,0.01105242,0.000817132,0.00407637,0.001601368,0.003371015,0.003035957],"category_scores_gemma":[0.03601933,0.0008280787,0.004856111,0.008250455,0.001404071,0.003667418,0.001957132,0.001977497,0.0005428919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003427939,"about_ca_system_score_gemma":0.01342954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006053027,"about_ca_topic_score_gemma":0.01027425,"domain_scores_codex":[0.9920307,0.003589936,0.002275104,0.0005935011,0.001231175,0.0002794967],"domain_scores_gemma":[0.9700956,0.02390694,0.003287104,0.0003084883,0.002087272,0.0003145487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001555404,0.00005505824,0.0006861084,0.7485873,0.002341634,0.0001288038,0.0005799608,0.000271612,0.0003165674,0.002691757,0.008635048,0.2355505],"study_design_scores_gemma":[0.00006848761,0.0002113738,0.001958312,0.8836213,0.008663478,0.0004173011,0.0005519973,0.0001287964,0.0001723663,0.00116982,0.1029997,0.00003694876],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00008957701,0.9988533,0.00006360854,0.0005060592,0.0001980251,0.0000314699,0.0000190661,0.000001974925,0.0002368319],"genre_scores_gemma":[0.00158312,0.9972537,0.0003146215,0.0004859688,0.0001857427,0.00008762108,0.00002092838,0.000001645609,0.00006666382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01105242,"threshold_uncertainty_score":0.05503994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08839812911109057,"score_gpt":0.4439115533804902,"score_spread":0.3555134242693996,"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."}}