{"id":"W3178223692","doi":"10.1080/15412555.2021.1945021","title":"The Performance of Digital Monitoring Devices for Oxygen Saturation and Respiratory Rate in COPD: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"CINAHL; Medicine; Telehealth; COPD; MEDLINE; Convergent validity; Validity; Exacerbation; Reliability (semiconductor); Intensive care medicine; Telemedicine; Health care; Psychological intervention; Internal medicine; Psychometrics; Nursing; Clinical psychology; Internal consistency","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001643518,0.0007784344,0.004119614,0.0004772136,0.000248178,0.0001490773,0.000665318,0.0002370186,0.00001936217],"category_scores_gemma":[0.002173655,0.0005317646,0.00123628,0.0008326955,0.0005149185,0.0008689582,0.0002818545,0.001061576,0.000004698493],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275628,"about_ca_system_score_gemma":0.0071125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000136465,"about_ca_topic_score_gemma":0.000001992217,"domain_scores_codex":[0.9936516,0.0008350573,0.003033264,0.0006722105,0.00112898,0.0006789012],"domain_scores_gemma":[0.9923294,0.0017194,0.002856142,0.0008973342,0.001517213,0.0006805049],"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":[0.0003127104,0.0001938375,0.000991169,0.8487257,0.0006510511,0.0005569505,0.00002131118,0.000007006031,0.000004178435,0.00003828197,0.00006070809,0.1484371],"study_design_scores_gemma":[0.001513062,0.0003495654,0.01289555,0.931372,0.008547085,0.0008056468,0.0003169991,0.0001960538,0.000006212535,0.00006668626,0.04328628,0.0006448902],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004584728,0.9891321,0.000006934948,0.0001094262,0.0004816237,0.005333087,0.0002832014,0.00001206941,0.00005683422],"genre_scores_gemma":[0.01214413,0.986164,0.00003419439,0.00002683511,0.0007075396,0.0005075827,0.0001020347,0.0001198553,0.0001938783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1477922,"threshold_uncertainty_score":0.9997134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347721667473653,"score_gpt":0.3357645805070022,"score_spread":0.3022873638322657,"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."}}