{"id":"W3110746637","doi":"10.2196/24374","title":"Shaping Workflows in Digital and Remote Diabetes Care During the COVID-19 Pandemic via Service Design: Prospective, Longitudinal, Open-label Feasibility Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Diabetes Management and Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Berlin Institute of Health; Deutsche Forschungsgemeinschaft; Wellcome Trust","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Telemedicine; Workflow; 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); mHealth; Computer science; Health care; Virology; Nursing; Psychological intervention; Outbreak; Political science; Infectious disease (medical specialty); Disease; Internal medicine","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":[0.02049584,0.001828901,0.001652522,0.0009874433,0.001887771,0.002443351,0.001134956,0.002373349,0.006020325],"category_scores_gemma":[0.01766699,0.0009974146,0.002500006,0.0009261413,0.002714068,0.002284168,0.002525655,0.002806171,0.0009995269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002946063,"about_ca_system_score_gemma":0.00707976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003071012,"about_ca_topic_score_gemma":0.002654495,"domain_scores_codex":[0.9866256,0.008725567,0.0008290141,0.001122865,0.0007833943,0.001913498],"domain_scores_gemma":[0.9859616,0.004918269,0.003257688,0.00180231,0.00156157,0.002498435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4505041,0.4327224,0.03346711,0.001850488,0.001190016,0.0001387403,0.00580033,0.002033364,0.001951072,0.000913162,0.001721653,0.06770746],"study_design_scores_gemma":[0.1666518,0.7932287,0.03058372,0.000290407,0.0004843017,0.0000413801,0.002495043,0.001993858,0.001079277,0.0007948799,0.002243078,0.0001135408],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979625,0.0002337202,0.001176273,0.0001880402,0.0001296662,0.01747964,0.0003792915,0.00004512904,0.000743325],"genre_scores_gemma":[0.9213168,0.0003453229,0.007848294,0.0004084353,0.0001939212,0.06850106,0.0004436866,0.00002266499,0.000919715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02049584,"threshold_uncertainty_score":0.1083936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.290152672529232,"score_gpt":0.4462847190712856,"score_spread":0.1561320465420535,"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."}}