{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003735746,0.00009136048,0.0001810131,0.000235412,0.0005176055,0.00005670906,0.0001341349,0.00002020269,0.00007757505],"category_scores_gemma":[0.0005532506,0.00005255159,0.00003055453,0.001066391,0.0001266116,0.0002609557,0.0001639533,0.0005260436,0.000006956942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147225,"about_ca_system_score_gemma":0.0005182186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766046,"about_ca_topic_score_gemma":0.002856865,"domain_scores_codex":[0.996881,0.0009072116,0.000599821,0.000168791,0.0009728378,0.0004703007],"domain_scores_gemma":[0.9970524,0.001963592,0.0001312405,0.0003369254,0.0003835263,0.0001323222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003227417,0.0003201387,0.8610805,0.000205051,0.00006359324,0.00003843809,0.03239009,0.000007679083,0.0004930067,0.0003764858,0.00639714,0.09830517],"study_design_scores_gemma":[0.00431109,0.001849305,0.754078,0.00004688719,0.00001661946,0.00004527976,0.1894424,0.0001655408,0.0006021461,0.0003247515,0.04905149,0.00006641015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890438,0.0001284203,0.0001829155,0.008361891,0.0001006372,0.002018369,0.000009013892,0.00001935689,0.0001356359],"genre_scores_gemma":[0.9985179,0.0003079169,0.00006132096,0.0004415705,0.0000997552,0.0004151793,0.00003453019,0.00001133792,0.0001105049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1570524,"threshold_uncertainty_score":0.3981055,"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."}}