{"id":"W3194038656","doi":"10.2196/20131","title":"The Use of Telemonitoring in Managing the COVID-19 Pandemic: Pilot Implementation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; NHS Greater Glasgow and Clyde","keywords":"Medical emergency; Phone; Medicine; Telemedicine; Coronavirus disease 2019 (COVID-19); Pulse oximetry; Pandemic; Vital signs; Health care; Disease; Infectious disease (medical specialty)","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":[0.01691477,0.001011798,0.0007005939,0.001296653,0.001931682,0.001948272,0.001630449,0.002155367,0.003193677],"category_scores_gemma":[0.02582238,0.000903075,0.001135775,0.0008020935,0.00164711,0.002356236,0.002542738,0.002242168,0.0005194247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000444,"about_ca_system_score_gemma":0.00935879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009720968,"about_ca_topic_score_gemma":0.01300663,"domain_scores_codex":[0.9903545,0.006043917,0.0006199687,0.0004439829,0.0007627338,0.001774803],"domain_scores_gemma":[0.9810113,0.007452887,0.002094983,0.001591772,0.003558579,0.004290548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009437891,0.3523785,0.1763278,0.003285779,0.0003630128,0.002581191,0.07028385,0.001450684,0.006210608,0.0006554484,0.004325731,0.3726996],"study_design_scores_gemma":[0.01371214,0.5167934,0.3865301,0.00112404,0.0005229916,0.0007116756,0.06181085,0.002914741,0.002888446,0.0003830679,0.01234621,0.0002622689],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843316,0.00008903572,0.0007570758,0.0004462228,0.00003942152,0.01227195,0.0002026435,0.00006556886,0.001796438],"genre_scores_gemma":[0.9671822,0.0004477748,0.00853315,0.001164803,0.00009841852,0.02104572,0.0003501301,0.00003235227,0.001145309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01691477,"threshold_uncertainty_score":0.08945495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4210128007392314,"score_gpt":0.577270051447089,"score_spread":0.1562572507078576,"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."}}