{"id":"W4206248802","doi":"10.1111/pedi.13314","title":"Selecting an intervention to prevent ketoacidosis at diabetes diagnosis in children using a behavior change framework","year":2022,"lang":"en","type":"review","venue":"Pediatric Diabetes","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Women's College Hospital; SickKids Foundation; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Psychological intervention; Intervention (counseling); Referral; Diabetic ketoacidosis; Attendance; Behavior change; Diabetes mellitus; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007124364,0.0007204263,0.001253085,0.0005671642,0.0002418419,0.0001120782,0.0006787446,0.0006115531,0.0002431001],"category_scores_gemma":[0.0004523212,0.0007717779,0.000811382,0.001250451,0.00002512205,0.00002364927,0.0009397237,0.0005120949,0.0000184276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484641,"about_ca_system_score_gemma":0.00009989226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009370351,"about_ca_topic_score_gemma":0.00004848691,"domain_scores_codex":[0.9959539,0.0005576632,0.0008643703,0.001200499,0.0003507636,0.001072799],"domain_scores_gemma":[0.9983497,0.0001406627,0.0006227405,0.0005859772,0.00004240679,0.0002585185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001571845,0.0008577813,0.5123489,0.001147009,0.0001801624,9.360739e-7,0.0000457344,0.000006966937,0.000008693803,6.510264e-7,0.0001534967,0.4852481],"study_design_scores_gemma":[0.002051176,0.004635689,0.05893052,0.008489885,0.01646946,0.000007161802,0.0002463105,0.0000830042,0.0008363048,0.00009708398,0.8988747,0.009278701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4692021,0.5288092,7.807623e-7,0.000004156908,0.0002232314,0.001495244,0.0002306501,0.00002782458,0.000006801745],"genre_scores_gemma":[0.01306567,0.972514,0.0002803118,0.0001397904,0.00116931,0.01037908,0.002203602,0.0002097889,0.00003839436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8987212,"threshold_uncertainty_score":0.9994733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385033099541996,"score_gpt":0.3207987226193078,"score_spread":0.2869483916238879,"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."}}