{"id":"W3177236636","doi":"10.2196/25751","title":"Evaluation of the Low Carb Program Digital Intervention for the Self-Management of Type 2 Diabetes and Prediabetes in an NHS England General Practice: Single-Arm Prospective Study","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prediabetes; Medicine; Type 2 diabetes; Glycemic; Attendance; Intervention (counseling); Gerontology; Family medicine; Physical therapy; Nursing; 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":[0.005378907,0.0007512874,0.001497512,0.000695597,0.000939656,0.001178303,0.0007097188,0.001324264,0.002690304],"category_scores_gemma":[0.006616158,0.0008030036,0.001317324,0.0008481878,0.0009505325,0.0008595781,0.001111516,0.001005588,0.0003998067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002342229,"about_ca_system_score_gemma":0.00344167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01687506,"about_ca_topic_score_gemma":0.03161321,"domain_scores_codex":[0.9953594,0.002594074,0.0004277012,0.0004949162,0.000693205,0.0004306727],"domain_scores_gemma":[0.9942263,0.001504591,0.001520039,0.0004156675,0.001061673,0.001271722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2422301,0.1531389,0.472311,0.003228387,0.002346759,0.0006331116,0.006152105,0.00062522,0.002862064,0.0002187547,0.00253055,0.1137232],"study_design_scores_gemma":[0.09727959,0.3145798,0.5806746,0.0004166483,0.001089547,0.000147523,0.002289408,0.0008590972,0.0002870934,0.0000741406,0.002223489,0.00007900012],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920569,0.000439627,0.0001754405,0.0001287311,0.00002558604,0.006080878,0.0003629616,0.00001218134,0.0007177736],"genre_scores_gemma":[0.988536,0.0005128796,0.002207144,0.0005232707,0.00008038226,0.007076223,0.000437588,0.000004978277,0.0006214452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01687506,"threshold_uncertainty_score":0.03355366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235380907929813,"score_gpt":0.4367464881494948,"score_spread":0.3943926790701967,"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."}}