{"id":"W4400110251","doi":"10.4103/jncd.jncd_34_24","title":"A protocol of a systematic review and meta-analysis on the prevalence of mental health disorders among older adults and synthesis of community-based interventions among them in low- and middle-income countries","year":2024,"lang":"en","type":"review","venue":"International Journal of Noncommunicable Diseases","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mental health; Psychological intervention; Medicine; Meta-analysis; Scopus; Gerontology; Loneliness; Systematic review; MEDLINE; Spouse; Global mental health; Psychiatry; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003845231,0.0002388075,0.003236715,0.0004365518,0.0001828781,0.00007086898,0.001094234,0.00007054734,0.00009757499],"category_scores_gemma":[0.001372742,0.000138053,0.001444401,0.0003878722,0.0008279736,0.0001868122,0.0002550249,0.0004162493,1.904941e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013545,"about_ca_system_score_gemma":0.000431983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003205642,"about_ca_topic_score_gemma":0.003299202,"domain_scores_codex":[0.9927855,0.003975867,0.002274649,0.000116029,0.0006894519,0.0001584763],"domain_scores_gemma":[0.9910412,0.004523118,0.003598083,0.0004158468,0.00029384,0.0001279393],"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":[0.00002628222,0.0003657282,0.004230769,0.9821981,0.01087165,0.000001158818,0.001549338,0.000001186868,2.344253e-10,0.0004488389,0.00001857004,0.0002884128],"study_design_scores_gemma":[0.0002805753,0.00009391851,0.004984511,0.8985718,0.09283145,0.000002464212,0.002676987,0.0000129748,8.301571e-8,0.00008856256,0.0003243136,0.0001323383],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009127663,0.9802005,0.000001661226,0.002198805,0.00002533296,0.01566774,0.0009502813,0.000003752836,0.0000391032],"genre_scores_gemma":[0.04345684,0.9515162,0.00002808779,0.0001786983,0.000005806209,0.004762023,0.000006510882,0.00001345966,0.00003240569],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08362624,"threshold_uncertainty_score":0.5629638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174314990796672,"score_gpt":0.443382747929239,"score_spread":0.3259512488495718,"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."}}