{"id":"W2007712028","doi":"10.1016/j.pec.2008.08.005","title":"Predictors and effectiveness of diabetes self-management education in clinical practice","year":2008,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Diabetes Management and Education","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; University of Toronto","funders":"Canadian Institutes of Health Research; Connaught Fund; University of Toronto","keywords":"Attendance; Medicine; Logistic regression; Marital status; Family medicine; Diabetes mellitus; Diabetes management; Type 2 diabetes; Gerontology; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.008300398,0.0002560506,0.0005727423,0.001306609,0.001042481,0.001761577,0.0007247467,0.001818038,0.003836439],"category_scores_gemma":[0.07789505,0.0003612706,0.0007269204,0.001650197,0.0005987601,0.001383217,0.0009421406,0.002491797,0.0003846652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118698,"about_ca_system_score_gemma":0.003342712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005647642,"about_ca_topic_score_gemma":0.007240033,"domain_scores_codex":[0.9928519,0.003401226,0.001209035,0.0004441887,0.001412412,0.0006812915],"domain_scores_gemma":[0.8715171,0.08824648,0.02056563,0.002402634,0.005501284,0.01176699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246332,0.0003253429,0.995662,0.00001717264,0.00005424389,0.00002971614,0.00008609802,0.00009426179,0.000013671,0.00002253697,0.0001414118,0.003429031],"study_design_scores_gemma":[0.00002508019,0.000373106,0.9974438,0.00005472523,0.00009410917,0.0001378896,0.0004375562,0.001035165,0.00006352102,0.00007122135,0.0002568003,0.000006976616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925937,0.001545445,0.0001377671,0.001747326,0.00004790896,0.00005927329,0.0001971306,0.00001602535,0.003655433],"genre_scores_gemma":[0.999104,0.0002632021,0.0001799593,0.0001250701,0.00004545226,0.00001671867,0.0000884983,0.000005188967,0.0001718553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008300398,"threshold_uncertainty_score":0.04389721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00902562484059617,"score_gpt":0.3007716235094993,"score_spread":0.2917459986689031,"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."}}