{"id":"W3197625690","doi":"10.2196/30160","title":"Digital Interventions to Promote Healthy Eating in Children: Umbrella Review","year":2021,"lang":"en","type":"review","venue":"JMIR Pediatrics and Parenting","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Memorial University of Newfoundland","funders":"","keywords":"Psychological intervention; eHealth; Medicine; Telehealth; Nutrition Education; Telemedicine; Social media; Medical education; Gerontology; Nursing; Health care; Computer science; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001706353,0.0005136229,0.002232765,0.0005255912,0.0009094595,0.00006681433,0.0003223487,0.0004801121,0.0001683954],"category_scores_gemma":[0.0008150043,0.0004845758,0.0004755098,0.002021227,0.00001922291,0.0001111031,0.000534513,0.001949363,0.0002768847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639831,"about_ca_system_score_gemma":0.001785844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000666915,"about_ca_topic_score_gemma":0.0000652308,"domain_scores_codex":[0.993516,0.0005874714,0.003369215,0.0009927362,0.0003141746,0.001220447],"domain_scores_gemma":[0.9961897,0.0006427374,0.001542076,0.0006214433,0.0001906465,0.0008134537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.171398e-7,0.00007126595,0.008805005,0.2953093,0.000006834982,0.000001902473,0.00005216613,6.541904e-8,9.801893e-10,0.00009871435,0.005758486,0.6898954],"study_design_scores_gemma":[0.0001642535,0.00004772301,0.0005483389,0.1887426,0.0001565547,0.00001323923,0.00003531384,0.000001362966,4.094934e-10,0.000007955716,0.8099888,0.0002938965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008269965,0.9819027,0.0000481244,0.0003063612,0.0004088319,0.01513855,0.000357838,0.00008949777,0.00166536],"genre_scores_gemma":[0.000009971114,0.9738585,0.000350341,0.001099311,0.001174801,0.02119586,0.001373653,0.00009434073,0.0008431765],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8042303,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1184139118765982,"score_gpt":0.496520528910299,"score_spread":0.3781066170337009,"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."}}