{"id":"W7117249362","doi":"10.1002/alz70856_098636","title":"Environmental Factors in the Home Environment Associated with Lower Cognitive Function","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Function (biology); Cohort; Association (psychology); Perception","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000772024,0.0003976891,0.0002558357,0.0001010512,0.00037031,0.00005603706,0.0003574673,0.0001381731,0.004221695],"category_scores_gemma":[0.00002898951,0.0003017273,0.00008914806,0.000338489,0.0004802367,0.0003867001,0.0002558803,0.0004472422,0.0006342237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001432992,"about_ca_system_score_gemma":0.00001840197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001776581,"about_ca_topic_score_gemma":0.0002010436,"domain_scores_codex":[0.9968486,0.0004360929,0.0004178912,0.0008762356,0.0007190476,0.0007021216],"domain_scores_gemma":[0.9989852,0.0002883244,0.0001788627,0.0004399436,0.00000237211,0.0001053117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001454796,0.001204743,0.9648908,0.000002212831,0.003290402,0.00004676717,0.001334263,0.0003328577,0.001157703,0.0000490297,0.0006903955,0.0268554],"study_design_scores_gemma":[0.001202569,0.0002539571,0.9856089,0.0000386247,0.003840684,0.000001761146,0.00136804,0.0001178747,0.001051197,0.0002036982,0.005927133,0.0003855616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872367,0.002487131,0.001106807,0.0003525183,0.0001795834,0.001241487,0.00003612623,0.00004516621,0.007314523],"genre_scores_gemma":[0.9974837,0.00009802321,0.00005383251,0.00192499,0.00001770495,0.0001784604,0.0001508474,0.00003473814,0.00005773354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02646984,"threshold_uncertainty_score":0.9999435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428308409551265,"score_gpt":0.2284862126946049,"score_spread":0.2142031285990923,"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."}}