{"id":"W4412077012","doi":"10.1016/j.parkreldis.2025.107953","title":"Cognitive function, psychobehavioral symptoms, and MRI features in patients with non-demented Parkinson's disease, Parkinson's disease with dementia, and dementia with Lewy bodies","year":2025,"lang":"en","type":"article","venue":"Parkinsonism & Related Disorders","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Tianjin Municipal Education Commission; National Natural Science Foundation of China","keywords":"Dementia with Lewy bodies; Dementia; Parkinson's disease; Atrophy; Lewy body; Montreal Cognitive Assessment; Hyperintensity; Psychology; Cognitive decline; Medicine; Magnetic resonance imaging; Audiology; Cardiology; Pediatrics; Internal medicine; Disease; Radiology","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":[0.0003284975,0.0005211567,0.0005704878,0.001302024,0.0007709243,0.0007005616,0.0002629228,0.0005861385,0.001154232],"category_scores_gemma":[0.001626262,0.0002424997,0.00044634,0.0007499583,0.0003862221,0.0005704429,0.000392689,0.0005021064,0.0002064187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005432291,"about_ca_system_score_gemma":0.0003687657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009207064,"about_ca_topic_score_gemma":0.01136128,"domain_scores_codex":[0.9998597,0.00002369893,0.00002614116,0.00002945564,0.00002889372,0.00003221348],"domain_scores_gemma":[0.9994192,0.0001337381,0.0001542166,0.00001770656,0.00005463104,0.0002204703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001136842,0.0002267147,0.9939992,0.00002194494,0.0001076605,0.001829399,0.000212823,0.00008439927,0.0005636204,0.00002482262,0.00009122596,0.001701362],"study_design_scores_gemma":[0.00002373545,0.0002776286,0.9973731,0.000005768365,0.00004240367,0.001819142,0.0002148591,0.0001091419,0.00004001031,0.00004014702,0.00004853174,0.000005533691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987967,0.0002583489,0.00001145772,0.00003040811,0.000004400878,0.000004900754,0.00007598254,0.000001846926,0.0008160021],"genre_scores_gemma":[0.9995481,0.00009254752,0.0000195642,0.00003749867,0.000009352272,0.000003168149,0.000128118,6.304243e-7,0.0001610535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009207064,"threshold_uncertainty_score":0.01830697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003535765588937063,"score_gpt":0.2232268359906893,"score_spread":0.2196910704017523,"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."}}