{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005823005,0.0001818584,0.0003045699,0.001324434,0.0001844421,0.0001622093,0.0001306432,0.0001464592,0.0001657242],"category_scores_gemma":[0.0003861138,0.000170971,0.00004366232,0.001051431,0.0001230544,0.0002663637,0.0002547165,0.0007117529,0.00004364269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002330184,"about_ca_system_score_gemma":0.0004106702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008189888,"about_ca_topic_score_gemma":0.003926483,"domain_scores_codex":[0.9971219,0.0004140457,0.0004208731,0.0006561722,0.0008739983,0.0005129605],"domain_scores_gemma":[0.998743,0.0004516852,0.00003483407,0.0001629132,0.0004610426,0.0001465151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00302863,0.0008826434,0.9796142,0.0001920593,0.00008238148,0.0009029254,0.0009426925,2.808056e-7,0.002772538,0.0000187744,0.000005974519,0.01155689],"study_design_scores_gemma":[0.009746691,0.001596569,0.9821619,0.0005528384,0.00003799154,0.000006521696,0.002243985,0.00009181569,0.003251419,0.0001771082,0.000004555768,0.0001286342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940803,0.001714728,0.0000421585,0.00005797738,0.00009940674,0.00249242,0.00001754925,0.00002912718,0.001466341],"genre_scores_gemma":[0.9980996,0.0001071575,0.000003045658,0.00005285161,0.00006807794,0.0004036399,0.00005585756,0.00002077138,0.001189041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01142826,"threshold_uncertainty_score":0.6971996,"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."}}