{"id":"W4400496504","doi":"10.1186/s12966-024-01622-6","title":"Leveraging continuous glucose monitoring as a catalyst for behaviour change: a scoping review","year":2024,"lang":"en","type":"review","venue":"International Journal of Behavioral Nutrition and Physical Activity","topic":"Diabetes Management and Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Clinical nutrition; Continuous glucose monitoring; Behavioural sciences; Behaviour change; Medicine; Psychology; Diabetes mellitus; Nursing; Psychotherapist; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0249234,0.001977192,0.007100014,0.01882295,0.001381756,0.007251081,0.002791142,0.005192459,0.005540729],"category_scores_gemma":[0.1086857,0.001532108,0.006600362,0.01929717,0.002012816,0.005589056,0.00320593,0.002665816,0.0009461914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006017689,"about_ca_system_score_gemma":0.02380737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008232024,"about_ca_topic_score_gemma":0.01415765,"domain_scores_codex":[0.9812741,0.007908856,0.00579595,0.001109595,0.003392976,0.0005184537],"domain_scores_gemma":[0.9078901,0.07470515,0.009036979,0.001214352,0.006551127,0.000602292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001239321,0.00004643693,0.0004448091,0.8298072,0.001848985,0.00007521997,0.0006670195,0.000160007,0.0001271417,0.0012235,0.003296422,0.1621794],"study_design_scores_gemma":[0.00003461466,0.00005596369,0.0006409395,0.9744228,0.004535626,0.00008908974,0.000289662,0.00005840124,0.00007302976,0.0003920865,0.01939132,0.00001650472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002340914,0.9982748,0.0001575303,0.0004192045,0.0001765677,0.000248496,0.00005360144,0.000006056115,0.0004295727],"genre_scores_gemma":[0.002522661,0.9960484,0.0004320109,0.0003120812,0.00009900128,0.0004504672,0.00005708243,0.000004196984,0.00007407913],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0249234,"threshold_uncertainty_score":0.1318091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883408266780994,"score_gpt":0.5018381147205996,"score_spread":0.3134972880425002,"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."}}