{"id":"W2914203134","doi":"10.2196/12104","title":"Web-Based Multidomain Lifestyle Programs for Brain Health: Comprehensive Overview and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alzheimer Nederland; ZonMw; EU Joint Programme – Neurodegenerative Disease Research","keywords":"Computer science; Web application; Meta-analysis; Data science; World Wide Web; Medicine; Internal medicine","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":[0.01092127,0.002404154,0.01356494,0.006420149,0.0005510332,0.002576885,0.001766387,0.001529962,0.003471609],"category_scores_gemma":[0.02080518,0.000880566,0.03351453,0.007837988,0.0004661359,0.001522738,0.001429362,0.001821294,0.0002304443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002117421,"about_ca_system_score_gemma":0.002965384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007016976,"about_ca_topic_score_gemma":0.01175266,"domain_scores_codex":[0.9934828,0.003145804,0.0016266,0.0006434701,0.0008559003,0.0002454259],"domain_scores_gemma":[0.9852814,0.01117939,0.001974213,0.0004741073,0.0008704141,0.0002205209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003608263,0.0001580178,0.005498016,0.2999686,0.6504697,0.00006831544,0.00007164615,0.0006575712,0.0001548527,0.0001654477,0.0008322556,0.03834727],"study_design_scores_gemma":[0.001178455,0.0004321369,0.007337767,0.02768865,0.9608215,0.00006188118,0.00003969928,0.000289876,0.0001179037,0.0002136175,0.001795776,0.00002280428],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005814875,0.9920696,0.0006175595,0.0001703387,0.0000838041,0.000346434,0.0006085566,0.00003880275,0.0002501714],"genre_scores_gemma":[0.1448071,0.8471796,0.003649781,0.0007009737,0.0002444869,0.001805878,0.001334419,0.00004402073,0.0002337607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01356494,"threshold_uncertainty_score":0.05775791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3010884818167835,"score_gpt":0.5515183336636312,"score_spread":0.2504298518468477,"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."}}