{"id":"W3206653155","doi":"10.2196/31567","title":"Web-Based Structured Education for Type 2 Diabetes: Interdisciplinary User-Centered Design Approach","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Diabetes Management and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR School for Primary Care Research; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Web application; Type 2 diabetes; Computer science; World Wide Web; Medicine; Diabetes mellitus","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":[0.02857235,0.001240011,0.0006633821,0.002370254,0.001416944,0.003286988,0.002106058,0.001413648,0.004575782],"category_scores_gemma":[0.01619748,0.0008262738,0.001323085,0.001018961,0.002275004,0.001806894,0.003726882,0.001595199,0.0008314209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002408136,"about_ca_system_score_gemma":0.004259173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007353156,"about_ca_topic_score_gemma":0.001604463,"domain_scores_codex":[0.9668499,0.02851823,0.001015227,0.001084887,0.002080823,0.000451008],"domain_scores_gemma":[0.9830904,0.0127995,0.0005620942,0.001100809,0.001920291,0.0005268608],"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":[0.0009412935,0.004642812,0.008673596,0.01010211,0.000370123,0.0005680436,0.1095336,0.01758472,0.02528482,0.08984158,0.008595283,0.7238621],"study_design_scores_gemma":[0.005668376,0.02052389,0.02120848,0.01219094,0.001455121,0.002620704,0.0704933,0.1013791,0.05604285,0.1743544,0.5334294,0.0006334065],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05199112,0.001067726,0.9138033,0.001429945,0.0001642993,0.01673387,0.0001719106,0.0009165258,0.01372128],"genre_scores_gemma":[0.08725818,0.000423159,0.8943658,0.0004339117,0.00002255646,0.01516729,0.00009332957,0.00009706794,0.002138742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02857235,"threshold_uncertainty_score":0.1511068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06772707524856389,"score_gpt":0.3557110341754258,"score_spread":0.2879839589268619,"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."}}