{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001123008,0.0002372593,0.0005468151,0.000111648,0.0004965384,0.0002256075,0.0002550544,0.0001102829,0.00001535896],"category_scores_gemma":[0.0003914526,0.0001684787,0.00002771483,0.000719087,0.0001324011,0.000304977,0.0004438063,0.0006188346,0.00001186022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003933793,"about_ca_system_score_gemma":0.0005496166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001622013,"about_ca_topic_score_gemma":0.0002070092,"domain_scores_codex":[0.9974837,0.0001932926,0.0004738864,0.0007290238,0.0003554146,0.000764698],"domain_scores_gemma":[0.9981765,0.0002619258,0.0001439517,0.0003060079,0.00009572087,0.001015906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01833451,0.0002114869,0.9470141,0.008904906,0.000031059,0.00001950758,0.002787764,0.000005149885,0.00003021311,0.00001289234,0.0002312421,0.0224172],"study_design_scores_gemma":[0.09638488,0.004170728,0.8863881,0.0004559067,0.0001085223,0.000009031289,0.001682408,0.008186681,0.000008759127,0.0008546801,0.001308523,0.0004418466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756082,0.002193321,0.00007629823,0.01491829,0.00006453504,0.006837967,0.00001922234,0.00008176587,0.00020042],"genre_scores_gemma":[0.9926667,0.0004677734,0.000223738,0.006167938,0.000243501,0.0001221929,0.00002019721,0.00002863576,0.00005938282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07805037,"threshold_uncertainty_score":0.6870363,"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."}}