{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004211622,0.0002641238,0.0002118139,0.0007318583,0.0004231951,0.0008990942,0.0002530688,0.0003452596,0.002762405],"category_scores_gemma":[0.001708676,0.0001117598,0.0004086354,0.0009535913,0.0003647632,0.0003204293,0.0004101494,0.0003644142,0.0001922182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004225971,"about_ca_system_score_gemma":0.0003975194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01612826,"about_ca_topic_score_gemma":0.01601176,"domain_scores_codex":[0.9997321,0.00007048067,0.00002801723,0.00006550076,0.00004463562,0.00005920933],"domain_scores_gemma":[0.9988543,0.0002138925,0.0005533771,0.00005271056,0.0001438838,0.0001818985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008679785,0.00004637105,0.9967771,0.00001825047,0.00007320609,0.0000809444,0.00007806307,0.0000496147,0.0001493794,0.00002701956,0.0001204048,0.002492877],"study_design_scores_gemma":[0.000001183744,0.00001938164,0.9996659,0.000005102091,0.00001588285,0.00005650551,0.00007540736,0.00003671008,0.00002108549,0.00002633975,0.0000750578,0.000001443252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979479,0.0006736792,0.0000961573,0.0001108675,0.000007509159,0.000004991295,0.0003071724,0.000005416046,0.0008464813],"genre_scores_gemma":[0.9994285,0.0001552552,0.00009669863,0.00003071273,0.00001170003,0.000003453923,0.000148067,0.000001931679,0.0001237889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01612826,"threshold_uncertainty_score":0.03206873,"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."}}