{"id":"W4400859120","doi":"10.1016/j.jcjd.2024.07.001","title":"Promoting Self-Management in Adults With Type 2 Diabetes: Development of the Impact of Glucose Monitoring on Self-Management Scale","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Clinical Research Institute; Prairie Improvement Network; University of Winnipeg; Dalhousie University","funders":"Abbott Diabetes Care; Dexcom; Insulet Corporation; Novo Nordisk; Sanofi; HLS Therapeutics; Pfizer; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Scale (ratio); Self-management; Type 2 diabetes; Diabetes management; Diabetes mellitus; Gerontology; Endocrinology; Cartography; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00448678,0.0002689002,0.0004549892,0.0008380892,0.0005356222,0.0006269854,0.000527754,0.0003590019,0.001184746],"category_scores_gemma":[0.008035077,0.000296967,0.0009667745,0.0006898663,0.0002943818,0.0004053871,0.001082952,0.0009857649,0.0001894287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090994,"about_ca_system_score_gemma":0.001851686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007638168,"about_ca_topic_score_gemma":0.02705876,"domain_scores_codex":[0.9982267,0.0004221035,0.0003240234,0.00008812646,0.0008290159,0.0001099904],"domain_scores_gemma":[0.9952893,0.001379518,0.001172169,0.0001820918,0.001509663,0.0004672731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003400073,0.001076825,0.8559601,0.0005039264,0.0003031928,0.0001346107,0.005843207,0.0004589944,0.001554383,0.000320638,0.004023255,0.1294808],"study_design_scores_gemma":[0.00008191315,0.0005647934,0.9926024,0.0001058936,0.00007535514,0.0001015466,0.001439227,0.0007309141,0.0003183751,0.000109813,0.00384139,0.00002833344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873016,0.0004801764,0.001838157,0.0004446656,0.00004850067,0.002921976,0.00138892,0.00005045461,0.005525566],"genre_scores_gemma":[0.962298,0.00102137,0.02704609,0.0003499099,0.00004611426,0.00458478,0.002843984,0.00001584711,0.001793812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007638168,"threshold_uncertainty_score":0.02372867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007895474119324192,"score_gpt":0.2407784786826734,"score_spread":0.2328830045633492,"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."}}