{"id":"W4413428565","doi":"10.12688/f1000research.158490.2","title":"Cognitive function and its determinants in elderly Indonesians residing in long-term care: Insights from a cross-sectional study","year":2025,"lang":"en","type":"article","venue":"F1000Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Direktorat Riset and Pengembangan, Universitas Indonesia; Universitas Indonesia","keywords":"Cross-sectional study; Open peer review; Gerontology; Cognition; Plant biology; Term (time); Medicine; Long-term care; Psychiatry; Biology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007494397,0.0002186612,0.0003011758,0.0005589601,0.0005009276,0.000469245,0.0002416893,0.0003202378,0.0007934489],"category_scores_gemma":[0.0009990237,0.0002360514,0.0003806783,0.0006489105,0.00020259,0.0003379839,0.0003798071,0.000418738,0.0001377447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259404,"about_ca_system_score_gemma":0.0004065413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009074368,"about_ca_topic_score_gemma":0.01905201,"domain_scores_codex":[0.9997922,0.00005150622,0.0000398649,0.00003961253,0.00003910674,0.00003779433],"domain_scores_gemma":[0.9994153,0.0000948238,0.0002043397,0.00004021162,0.0001160457,0.0001293944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000336858,0.0001225898,0.998288,0.0000189577,0.00002919298,0.0001085118,0.0003805632,0.000007927995,0.0001184917,0.00000570057,0.0000389287,0.0008475118],"study_design_scores_gemma":[0.000002036346,0.0001247372,0.9986559,0.00001161164,0.00002333219,0.0001709533,0.0008734062,0.00003783478,0.00001981322,0.00000557211,0.00007285733,0.000001837347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995534,0.0001329126,0.00003310251,0.00001729292,0.000002564741,0.00001054312,0.0001120632,6.525695e-7,0.0001374395],"genre_scores_gemma":[0.999326,0.0001880284,0.0001121564,0.00004570807,0.000006503893,0.0000195633,0.000210582,5.206119e-7,0.00009085125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009074368,"threshold_uncertainty_score":0.0180431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621751228711287,"score_gpt":0.3975613012436563,"score_spread":0.3613437889565434,"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."}}