{"id":"W4309465346","doi":"10.2196/43208","title":"Development and Exploration of the Effectiveness and Feasibility of a Digital Intervention for Type 2 Diabetes Mellitus (DEsireD): Protocol for a Clinical Nonrandomized Pilot Trial in Brunei Darussalam","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Type 2 Diabetes Mellitus; Medicine; Intervention (counseling); Pilot trial; Clinical trial; Digital health; Diabetes mellitus; Randomized controlled trial; Physical therapy; Alternative medicine; Health care; Nursing; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03590772,0.003852982,0.00561022,0.002438839,0.003978555,0.002664326,0.003587582,0.005070969,0.047802],"category_scores_gemma":[0.02448749,0.002800018,0.003039119,0.002058668,0.003201544,0.002568316,0.00231764,0.00554249,0.008568905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003905506,"about_ca_system_score_gemma":0.01801801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002808219,"about_ca_topic_score_gemma":0.005497199,"domain_scores_codex":[0.9849175,0.008910966,0.001712281,0.001052158,0.00167213,0.001734913],"domain_scores_gemma":[0.9878871,0.00322509,0.001936419,0.00153797,0.003263769,0.002149701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.664152,0.1972528,0.003766547,0.01870517,0.001110425,0.0007542133,0.00243441,0.004061736,0.006724445,0.004005471,0.0163428,0.08069008],"study_design_scores_gemma":[0.7242811,0.2172735,0.01065113,0.003424942,0.000611748,0.0001148726,0.0008904571,0.001662203,0.002433653,0.00257657,0.03589702,0.0001827829],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002924394,0.00004637442,0.0005143481,0.00005016958,0.00005785227,0.995865,0.0002477744,0.00001853163,0.0002754907],"genre_scores_gemma":[0.001678204,0.00005220577,0.00123746,0.00005840522,0.00001486765,0.9967189,0.00005054411,0.000001477251,0.0001879739],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.047802,"threshold_uncertainty_score":0.1899005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6684695041808705,"score_gpt":0.6836088601254335,"score_spread":0.01513935594456306,"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."}}