{"id":"W4387828449","doi":"10.2196/51507","title":"Evaluating a Remote Monitoring Program for Respiratory Diseases: Prospective Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Chief Scientist Office, Scottish Government Health and Social Care Directorate; Public Health Agency; Economic and Social Research Council; European Commission; National Institute for Health Research Applied Research Collaboration South London; Department of Health and Social Care; Health and Social Care Research and Development Division; National Institute for Health and Care Research; British Heart Foundation; European Federation of Pharmaceutical Industries and Associations; University College London; Scottish Government; King's College London; Engineering and Physical Sciences Research Council; UK Research and Innovation; King's College Hospital NHS Foundation Trust; Wellcome Trust","keywords":"Medicine; Observational study; Telemedicine; Prospective cohort study; Spirometry; Emergency medicine; Physical therapy; Data collection; Telehealth; Wearable computer; Medical emergency; Intensive care medicine; Health care; Internal medicine; Asthma; Computer science","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":[0.005217559,0.0004478201,0.0006548055,0.0006800412,0.0009463915,0.0009677025,0.0007040466,0.0009863733,0.001346598],"category_scores_gemma":[0.008133594,0.000613464,0.001083431,0.0008239207,0.0004976364,0.001181582,0.001100164,0.001324992,0.000490599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005848258,"about_ca_system_score_gemma":0.001372111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003748756,"about_ca_topic_score_gemma":0.004023519,"domain_scores_codex":[0.99611,0.001844299,0.0005005852,0.0004861956,0.0006329,0.0004259425],"domain_scores_gemma":[0.9924195,0.001779364,0.003237329,0.0006610153,0.00070677,0.001195983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009995468,0.003579257,0.9903041,0.00009978443,0.0001337623,0.00007508966,0.0007057557,0.00004675973,0.000218516,0.00001488786,0.0001679194,0.003654796],"study_design_scores_gemma":[0.000379156,0.01165231,0.9854224,0.00006049395,0.0001089609,0.0001535231,0.001352569,0.0003307685,0.0001148813,0.00001972435,0.0003863703,0.00001885625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987891,0.0001084613,0.0001464039,0.00003205714,0.00000504063,0.0004562913,0.0001947133,0.000004724025,0.0002632736],"genre_scores_gemma":[0.9982828,0.0001229569,0.0004457145,0.0001368279,0.00001683404,0.0005363169,0.0003484953,0.00000369542,0.0001064232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005217559,"threshold_uncertainty_score":0.02759337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2998522372199353,"score_gpt":0.5509378359906677,"score_spread":0.2510855987707324,"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."}}