{"id":"W4213023389","doi":"10.2196/30091","title":"Usability of Wearable Multiparameter Technology to Continuously Monitor Free-Living Vital Signs in People Living With Chronic Obstructive Pulmonary Disease: Prospective Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Leicester Biomedical Research Centre; University of Leicester; National Institute for Health and Care Research; University Hospitals of Leicester NHS Trust; Pfizer","keywords":"Medicine; COPD; Exacerbation; Vital signs; Quality of life (healthcare); Physical therapy; Pulmonary disease; Internal medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004455134,0.0004049601,0.0006415641,0.0006785105,0.0005816133,0.000870003,0.0003979744,0.000836942,0.000777632],"category_scores_gemma":[0.01041503,0.0004651282,0.001679426,0.0005975856,0.0004027921,0.0007694418,0.0007205685,0.0007814487,0.0002414627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003613309,"about_ca_system_score_gemma":0.0002778208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176515,"about_ca_topic_score_gemma":0.002668169,"domain_scores_codex":[0.997079,0.001190301,0.0004883497,0.0003238,0.000701034,0.0002175051],"domain_scores_gemma":[0.9929947,0.002098391,0.002530696,0.0004905183,0.001324268,0.0005613419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005811151,0.001028712,0.9883293,0.0001975671,0.0004105439,0.00007484814,0.001663671,0.00008595502,0.00048223,0.00001252832,0.0001564628,0.006977024],"study_design_scores_gemma":[0.00005448443,0.003788765,0.9939027,0.00003692833,0.0001236118,0.0001605904,0.001071525,0.000410651,0.000116789,0.00001384712,0.0003023582,0.00001774324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992328,0.0001900657,0.0001351718,0.00001735106,0.000004883262,0.00009322936,0.0001108151,0.000002668429,0.0002131377],"genre_scores_gemma":[0.9992933,0.0001090457,0.0002661617,0.00003193415,0.000008828723,0.00007858164,0.0001203417,0.000002158819,0.00008956734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004455134,"threshold_uncertainty_score":0.0235613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898714286841119,"score_gpt":0.2629833753551076,"score_spread":0.2439962324866964,"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."}}