{"id":"W4410762832","doi":"10.2196/73656","title":"Guideline-Based Digital Exercise Interventions for Reducing Body Weight and Fat and Promoting Physical Activity in Adults With Overweight and Obesity: Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Interactive Journal of Medical Research","topic":"Physical Activity and Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Overweight; Guideline; Meta-analysis; Psychological intervention; Medicine; Promotion (chess); Physical activity; Obesity; Physical therapy; Weight loss; Gerontology; Internal medicine; Computer science; Political science; 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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01427475,0.002811947,0.01873517,0.008471446,0.0007142965,0.003246048,0.002377979,0.002233741,0.004665129],"category_scores_gemma":[0.04059682,0.0013495,0.03034246,0.008249718,0.0007785695,0.002082757,0.001765138,0.001791723,0.0003143112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00333692,"about_ca_system_score_gemma":0.006654404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008439081,"about_ca_topic_score_gemma":0.01975732,"domain_scores_codex":[0.9901831,0.004091147,0.003391086,0.0007383358,0.001331096,0.0002651957],"domain_scores_gemma":[0.9827892,0.01229363,0.002769535,0.0004348299,0.001503142,0.0002097412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0009208024,0.00004813404,0.001148922,0.7726051,0.2050682,0.00006721373,0.00009597652,0.0003429203,0.0001346903,0.0001306292,0.0005146097,0.0189228],"study_design_scores_gemma":[0.000740703,0.0002939686,0.002471986,0.1303905,0.8625907,0.00009400112,0.0000781361,0.0002148463,0.0001554794,0.0001937934,0.002746469,0.00002952632],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002101169,0.9956855,0.0004950474,0.0001335562,0.000101518,0.0008750724,0.0003548338,0.00002501717,0.0002283426],"genre_scores_gemma":[0.05839945,0.9341189,0.002954449,0.0006587782,0.0001496963,0.002915793,0.0005448079,0.00001953474,0.0002385529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.997188,"threshold_uncertainty_score":0.07549298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1602177495223379,"score_gpt":0.5236307798745203,"score_spread":0.3634130303521825,"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."}}