{"id":"W4416685725","doi":"10.1016/j.jcjd.2025.10.049","title":"The Community Network Model: Enhancing Chronic Disease Management","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Chronic disease; Disease management; Disease; Chronic care; Community network","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":[0.005669704,0.0004245186,0.0002712283,0.001192196,0.001915193,0.003273701,0.001535267,0.001354928,0.01045628],"category_scores_gemma":[0.01308281,0.000169409,0.0003882147,0.0009975344,0.001202196,0.003978895,0.004481778,0.001669001,0.0008611924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003003585,"about_ca_system_score_gemma":0.01152156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01840017,"about_ca_topic_score_gemma":0.0386085,"domain_scores_codex":[0.9959452,0.002908178,0.0000616476,0.0001841349,0.0006229674,0.0002780084],"domain_scores_gemma":[0.9928126,0.003132042,0.0003363176,0.0002755041,0.000689502,0.00275406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003002844,0.003161472,0.02158553,0.000784518,0.0001644687,0.000326177,0.004709,0.008891539,0.0004306446,0.2564813,0.1287752,0.5743898],"study_design_scores_gemma":[0.0007839373,0.001403231,0.01695444,0.002016209,0.0003600663,0.0006299591,0.00945475,0.05659082,0.0006444257,0.4716971,0.4393075,0.0001576664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1292136,0.006528172,0.1126926,0.3401986,0.003772266,0.001032822,0.0007649382,0.001094053,0.4047029],"genre_scores_gemma":[0.8904974,0.006561076,0.06724935,0.01013483,0.001194116,0.0008461502,0.0003511734,0.0000967738,0.02306914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01840017,"threshold_uncertainty_score":0.03658611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168708084124902,"score_gpt":0.250104840176694,"score_spread":0.238417759335445,"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."}}