{"id":"W3172321909","doi":"10.2196/26059","title":"Design, Development, and Evaluation of a Telemedicine Platform for Patients With Sleep Apnea (Ognomy): Design Science Research Approach","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Chatbot; Usability; Sleep apnea; Medicine; Population; Computer science; Medical emergency; Health care; World Wide Web; Human–computer interaction","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":[0.02376539,0.001187787,0.0005796548,0.001807571,0.001205261,0.003459736,0.00212229,0.002115602,0.003007333],"category_scores_gemma":[0.01845267,0.0008325743,0.001216143,0.0007736661,0.001936699,0.001737748,0.001718913,0.001335677,0.0004423437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003653134,"about_ca_system_score_gemma":0.007156041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368929,"about_ca_topic_score_gemma":0.002090704,"domain_scores_codex":[0.9803005,0.01460455,0.001076523,0.001011099,0.002251236,0.0007560916],"domain_scores_gemma":[0.9770126,0.01487656,0.001348889,0.001391024,0.004731815,0.0006390266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002208209,0.009587952,0.03250838,0.02055977,0.0009444217,0.002802738,0.06162458,0.09676633,0.1602466,0.05721277,0.004958847,0.5505794],"study_design_scores_gemma":[0.007267515,0.05055159,0.04850338,0.01025854,0.003146617,0.003232086,0.05636601,0.3502021,0.2059571,0.03483239,0.2289747,0.0007079503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3625998,0.001532397,0.5821412,0.001503353,0.0002163207,0.03363554,0.00031063,0.0005296107,0.01753124],"genre_scores_gemma":[0.2684536,0.0007050038,0.7150886,0.0003316629,0.00002880063,0.01264832,0.0001737454,0.00007616507,0.002494191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02376539,"threshold_uncertainty_score":0.125685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3787024776316943,"score_gpt":0.5638323821919409,"score_spread":0.1851299045602466,"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."}}