{"id":"W4392915171","doi":"10.1186/s43058-024-00563-2","title":"An assessment of adaptation and fidelity in the implementation of an audit and feedback-based intervention to improve transition to adult type 1 diabetes care in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Implementation Science Communications","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Health Sciences Centre; Sunnybrook Health Science Centre; St. Michael's Hospital; University of Toronto; SickKids Foundation; Trillium Health Centre; McMaster University; Women's College Hospital","funders":"Sickkids Research Institute; Canadian Institutes of Health Research; Hospital for Sick Children","keywords":"Fidelity; Context (archaeology); Intervention (counseling); Receipt; Audit; Adaptation (eye); Quality management; Medicine; Psychology; Nursing; Computer science; Service (business); Business","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":[],"consensus_categories":[],"category_scores_codex":[0.001773931,0.00008365994,0.0001272365,0.0003353433,0.00031108,0.00003058918,0.0003125342,0.00003217144,0.00005620295],"category_scores_gemma":[0.0000420636,0.00007633744,0.00001261584,0.0009492027,0.00006526352,0.0004793746,0.00006155782,0.0002170736,5.974459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007097762,"about_ca_system_score_gemma":0.003093412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8324015,"about_ca_topic_score_gemma":0.9972745,"domain_scores_codex":[0.9978911,0.0006213993,0.0006957331,0.000239567,0.0003361826,0.0002160556],"domain_scores_gemma":[0.9985946,0.0002444208,0.0001509852,0.0004311217,0.000478412,0.0001004077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003468975,0.00009203994,0.7097935,0.0004945655,0.000004712295,2.420241e-7,0.1601339,0.0002503431,0.003903555,0.001248204,0.0001133149,0.1239309],"study_design_scores_gemma":[0.0004405119,0.0002954669,0.7943789,0.0001210781,0.00001116331,5.51416e-8,0.2003073,0.004015839,0.0001593532,0.00006592578,0.0001433145,0.00006113478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932783,0.00005704717,0.0007566251,0.003972506,0.0001136502,0.001558903,0.0002297946,0.000008816516,0.00002439367],"genre_scores_gemma":[0.9948754,0.00002117486,0.003811691,0.0006304123,0.00001221328,0.0002233931,0.0004192778,0.00000564887,8.036121e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.164873,"threshold_uncertainty_score":0.548758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09675229665550673,"score_gpt":0.5362350551201152,"score_spread":0.4394827584646084,"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."}}