{"id":"W2981738501","doi":"10.2196/15744","title":"Feasibility, Acceptability, and Impact of a Web-Based Structured Education Program for Type 2 Diabetes: Real-World Study","year":2019,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Distress; Medicine; Type 2 diabetes; Diabetes mellitus; Family medicine; Program evaluation; Gerontology; Patient education; Web application; Nursing; Clinical psychology; World Wide Web; Computer science","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":[0.0004311711,0.0002364152,0.000510463,0.0003217053,0.00004260936,0.00006352238,0.0001303907,0.00007057741,0.0003862615],"category_scores_gemma":[0.0001435807,0.0001924527,0.0001696163,0.0005839083,0.00007712381,0.000174862,0.00005678835,0.0001018739,0.000009734437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733406,"about_ca_system_score_gemma":0.0004436652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003828265,"about_ca_topic_score_gemma":0.00005897605,"domain_scores_codex":[0.9985041,0.00006558629,0.0003694016,0.0004544972,0.0002294432,0.0003769786],"domain_scores_gemma":[0.9985327,0.000169102,0.0001965298,0.0006262461,0.0003314315,0.0001440612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000104897,0.002798254,0.9472438,0.001035504,0.0001488718,2.428244e-8,0.0002103107,0.000003458702,0.001697943,0.00001865794,0.001434166,0.04530411],"study_design_scores_gemma":[0.002347624,0.003771495,0.9906115,0.00009094574,0.000223852,1.805609e-8,0.000286926,0.001008216,0.0006178446,0.0003625062,0.0004991569,0.0001798936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861286,0.00009739737,1.543149e-7,0.0001564151,0.0003734171,0.01184613,0.00001609851,0.0001190721,0.001262719],"genre_scores_gemma":[0.9970613,0.00000273485,0.0006775269,0.00007955739,0.0001243486,0.001223391,0.0002126496,0.000037505,0.0005809931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04512422,"threshold_uncertainty_score":0.7847993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809992467909155,"score_gpt":0.3908456758978434,"score_spread":0.3627457512187519,"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."}}