{"id":"W4253586108","doi":"10.21203/rs.3.rs-770370/v1","title":"Changes in Positive Airway Pressure Use in Adults with Sleep-Related Breathing Disorder during the COVID-19 Pandemic: A Cross-Sectional National Community-Based Survey","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Ottawa","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Cross-sectional study; Continuous positive airway pressure; Breathing; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sleep disordered breathing; Airway; Medicine; Psychology; Audiology; Psychiatry; Virology; Anesthesia; Internal medicine; Obstructive sleep apnea; Pathology; Outbreak; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0008800225,0.0002735463,0.0003290949,0.0008049828,0.0005534442,0.0007131569,0.0004872899,0.001095068,0.001568224],"category_scores_gemma":[0.00241249,0.0005534352,0.000605254,0.001095646,0.0002958434,0.001160364,0.0007056621,0.001049269,0.0005434484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005061007,"about_ca_system_score_gemma":0.0005692375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04049215,"about_ca_topic_score_gemma":0.05163274,"domain_scores_codex":[0.9993394,0.0001905402,0.00009464351,0.0001589265,0.0001160539,0.0001005172],"domain_scores_gemma":[0.9986149,0.0001950232,0.000495374,0.0000916389,0.0002514713,0.0003516877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003895578,0.00007814413,0.9991816,0.000006333621,0.00003434208,0.00001472983,0.00009637162,0.00001528237,0.00007480982,0.000004783545,0.0001672725,0.0002874731],"study_design_scores_gemma":[0.000002728689,0.00004082568,0.9995043,0.000002345841,0.000005598655,0.00002187831,0.0003114852,0.00004145862,0.000007585122,0.000002481828,0.00005729825,0.000001957286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959772,0.00007082797,0.00005789052,0.00008876026,0.00001527339,0.00004154396,0.003109202,0.000005155344,0.0006341634],"genre_scores_gemma":[0.9969081,0.00009750672,0.00009412808,0.0001473034,0.000016021,0.00006551875,0.002198576,0.000003586448,0.0004692741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04049215,"threshold_uncertainty_score":0.08051294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024812113263736,"score_gpt":0.4189588516988217,"score_spread":0.3164776403724481,"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."}}