{"id":"W4414068866","doi":"10.3390/geriatrics10050120","title":"Cognitive Function and Subjective Well-Being in Japanese Community-Dwelling Older Adults: A Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"Geriatrics","topic":"Health and Well-being Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Montreal Cognitive Assessment; Cognition; Logistic regression; Cognitive impairment; Older people; Association (psychology); Activities of daily living; Cross-sectional study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344661,0.0002039381,0.0002861481,0.0004302082,0.0007239436,0.00007017969,0.0001071243,0.0001812373,0.00007259437],"category_scores_gemma":[0.000277319,0.0002127514,0.00004664146,0.0008465884,0.00009414269,0.0001013457,0.0001186337,0.0008122134,0.00006560612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009334105,"about_ca_system_score_gemma":0.00005863381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004424999,"about_ca_topic_score_gemma":0.0007686382,"domain_scores_codex":[0.9978421,0.0006958933,0.0004834551,0.0004002351,0.000160288,0.000418071],"domain_scores_gemma":[0.9981354,0.001282554,0.0001136723,0.0002077961,0.0002017455,0.00005879438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009235195,0.000667915,0.9478582,0.00009011602,0.0001151397,0.00001243178,0.04813585,0.000008225036,0.000001151118,0.0002998864,0.00009818386,0.001789446],"study_design_scores_gemma":[0.003846024,0.0002997588,0.9550952,0.00006630582,0.00005269001,0.000004289385,0.03940565,0.00002588296,0.000001794669,0.0009598513,0.00007918288,0.0001633526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767216,0.0007677531,0.0003224915,0.00005781369,0.001559831,0.0008779384,0.000008435895,0.00007929162,0.01960479],"genre_scores_gemma":[0.9983031,0.00004646951,0.00001211754,0.0005261592,0.0001657122,0.0001700205,0.00001695763,0.00001752774,0.0007419652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02158142,"threshold_uncertainty_score":0.8675752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840005321293467,"score_gpt":0.340761095416028,"score_spread":0.3223610422030934,"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."}}