{"id":"W4415952689","doi":"10.1186/s12966-025-01833-5","title":"Identifying behaviour change techniques within precision health interventions that use continuous glucose monitoring: a secondary analysis of a scoping review","year":2025,"lang":"en","type":"review","venue":"International Journal of Behavioral Nutrition and Physical Activity","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Behaviour change; Psychological intervention; Behavioural sciences; Behavior change; Clinical nutrition; Public health; Precision medicine; MEDLINE","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":[0.1367016,0.002433052,0.009652684,0.02991858,0.001702545,0.006180427,0.002718538,0.002750599,0.004341434],"category_scores_gemma":[0.3576595,0.002100743,0.01580002,0.02646016,0.002113413,0.004239507,0.0051726,0.002291955,0.0008124809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009346834,"about_ca_system_score_gemma":0.04196623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041245,"about_ca_topic_score_gemma":0.02191112,"domain_scores_codex":[0.8529621,0.06134157,0.05493382,0.005337832,0.023595,0.001829814],"domain_scores_gemma":[0.6768359,0.2082662,0.04428102,0.01285546,0.05650425,0.001257118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007070022,0.0001540191,0.004549495,0.88487,0.01336973,0.0001847575,0.003157039,0.000283942,0.0004675741,0.000725478,0.001637864,0.08989316],"study_design_scores_gemma":[0.001031069,0.001359074,0.0188117,0.8822914,0.0727172,0.000208208,0.00229076,0.0003586577,0.001020756,0.001019798,0.01878355,0.0001078327],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04294416,0.7871304,0.01610129,0.002893162,0.001294446,0.1319922,0.009981375,0.0002551521,0.007407832],"genre_scores_gemma":[0.1995721,0.4885231,0.04731029,0.002444695,0.0004278382,0.2503735,0.009465344,0.000216753,0.001666454],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1367016,"threshold_uncertainty_score":0.7229556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3436995019175778,"score_gpt":0.5944361728991685,"score_spread":0.2507366709815907,"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."}}