{"id":"W4200055186","doi":"10.2196/34059","title":"The Effect of a Mobile and Wearable Device Intervention on Increased Physical Activity to Prevent Metabolic Syndrome: Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Waist; Physical therapy; Glycated hemoglobin; Psychological intervention; Blood pressure; Metabolic syndrome; mHealth; Intervention (counseling); Body mass index; Gerontology; Diabetes mellitus; Obesity; Internal medicine; Type 2 diabetes; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002684438,0.0008068448,0.001489341,0.0005456749,0.000849499,0.0006387986,0.0005160494,0.001279156,0.002051415],"category_scores_gemma":[0.004781853,0.0007862906,0.002012843,0.0007229377,0.0005693326,0.000621071,0.0008026903,0.001271297,0.0004850416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005203689,"about_ca_system_score_gemma":0.001408451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003851256,"about_ca_topic_score_gemma":0.003509835,"domain_scores_codex":[0.9969493,0.001574885,0.0003326753,0.0004736343,0.0003589977,0.0003105417],"domain_scores_gemma":[0.99666,0.0009576479,0.0009810691,0.0003686037,0.000334858,0.0006979402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1388106,0.1059159,0.7042807,0.001929854,0.006629193,0.00040633,0.001431082,0.0003562224,0.002265905,0.00008840711,0.001078081,0.03680777],"study_design_scores_gemma":[0.02598078,0.1461288,0.8216521,0.000194849,0.002696791,0.0002120923,0.0005144295,0.0005635274,0.0005123054,0.00005744507,0.00143235,0.00005473726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982521,0.0004272957,0.0001546207,0.00003811632,0.00002224429,0.0005155598,0.0002513919,0.000007431191,0.0003311889],"genre_scores_gemma":[0.9968513,0.0004597433,0.0006113836,0.0001977311,0.00008100015,0.001031018,0.0004137974,0.000004003915,0.0003499435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003851256,"threshold_uncertainty_score":0.01419687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08525032062631861,"score_gpt":0.4870677526598021,"score_spread":0.4018174320334835,"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."}}