{"id":"W4402316629","doi":"10.2196/58658","title":"An Evidence-Based Nurse-Led Intervention to Reduce Diabetes Distress Among Adults With Type 1 Diabetes and Diabetes Distress (REDUCE): Development of a Complex Intervention Using Qualitative Methods Informed by the Medical Research Council Framework","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diabetes Management and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk; Novo Nordisk Fonden; Steno Diabetes Center Copenhagen","keywords":"Distress; Intervention (counseling); Medicine; Psychological intervention; Type 2 diabetes; Diabetes mellitus; Type 1 diabetes; Nursing; Family medicine; Clinical psychology","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":[0.02455149,0.001022665,0.001086853,0.001211278,0.00218895,0.001377654,0.002281984,0.001432903,0.002696911],"category_scores_gemma":[0.02461686,0.0007034376,0.001206483,0.0009882508,0.001571925,0.001562095,0.004594031,0.001758472,0.0002639121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00541477,"about_ca_system_score_gemma":0.01553422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003842204,"about_ca_topic_score_gemma":0.009002067,"domain_scores_codex":[0.9764963,0.01935888,0.0008749132,0.0007929527,0.001518096,0.000958897],"domain_scores_gemma":[0.9858853,0.01103354,0.0008140393,0.0005179091,0.0008463576,0.0009029497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002859421,0.0220327,0.005033359,0.02507748,0.000404653,0.0007514997,0.1234965,0.003845035,0.00495379,0.005370903,0.006615736,0.7995589],"study_design_scores_gemma":[0.06611291,0.1435707,0.09410821,0.08878416,0.005624424,0.001592217,0.3043927,0.02074456,0.03337693,0.02801915,0.2126291,0.001044883],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7499515,0.004293082,0.07174064,0.009856726,0.0008620608,0.1479433,0.001014887,0.0004005346,0.01393729],"genre_scores_gemma":[0.5595432,0.004116772,0.3144202,0.0025747,0.00009294203,0.116369,0.0002660533,0.00003826689,0.002578879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02455149,"threshold_uncertainty_score":0.1298423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2550322123233784,"score_gpt":0.5492403715805794,"score_spread":0.294208159257201,"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."}}