{"id":"W4407058011","doi":"10.31729/jnma.8885","title":"Depression among Elderly of Chhayanath Rara Municipality, Mugu, Nepal: An Observational Study","year":2025,"lang":"en","type":"article","venue":"Journal of Nepal Medical Association","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College","funders":"","keywords":"Medicine; Depression (economics); Observational study; Geriatric Depression Scale; Elderly people; Descriptive research; Public health; Population; Depressive symptoms; Gerontology; Environmental health; Psychiatry; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004456917,0.0002387925,0.0003656292,0.0008362361,0.0009738693,0.0005590711,0.0003435226,0.0004132748,0.0008673444],"category_scores_gemma":[0.0008330945,0.0004249786,0.000304978,0.001039683,0.0003835248,0.0005054994,0.0006207831,0.0005693652,0.0001841406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005725599,"about_ca_system_score_gemma":0.0008658326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01474137,"about_ca_topic_score_gemma":0.03122493,"domain_scores_codex":[0.9997187,0.00007172165,0.00004489518,0.0000573324,0.00004882276,0.00005840244],"domain_scores_gemma":[0.9995536,0.00006573893,0.0001699255,0.00003473909,0.00006146745,0.0001144558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005632227,0.0002550545,0.9952786,0.00007176464,0.00004192543,0.0005622029,0.002159215,0.00001319578,0.0002367812,0.00001801693,0.0001589627,0.001147903],"study_design_scores_gemma":[0.00001468855,0.0003896293,0.9943311,0.00004371772,0.00003844071,0.0007023923,0.004071743,0.00005778355,0.0000390094,0.00001581173,0.0002898591,0.000005884161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994993,0.0001100679,0.00002255139,0.00002453752,0.00000106564,0.00003785817,0.0001630834,8.74258e-7,0.0001405869],"genre_scores_gemma":[0.9991014,0.0002507762,0.0000859901,0.00007758881,0.000005180706,0.0001000814,0.0002517791,5.402823e-7,0.0001267006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01474137,"threshold_uncertainty_score":0.02931112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08373154639958551,"score_gpt":0.422209409246311,"score_spread":0.3384778628467255,"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."}}