{"id":"W3198553821","doi":"10.1002/mds.28779","title":"Neurofilament Light Chain as a Biomarker for Cognitive Decline in Parkinson Disease","year":2021,"lang":"en","type":"article","venue":"Movement Disorders","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Weston Brain Institute; National Institute on Aging; National Institutes of Health; National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; Alzheimer's Association; Michael J. Fox Foundation for Parkinson's Research","keywords":"Dementia; Neurocognitive; Biomarker; Internal medicine; Parkinson's disease; Neurodegeneration; Cognitive decline; Psychology; Medicine; Disease; Oncology; Cognition; Psychiatry; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001573239,0.0003884396,0.0003646817,0.000890491,0.0002282928,0.000564015,0.0003090963,0.0003629292,0.0009972459],"category_scores_gemma":[0.003154835,0.0001486618,0.0002693071,0.0005258118,0.0002659446,0.0002920158,0.0003069832,0.0005217151,0.0001828822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353174,"about_ca_system_score_gemma":0.0002899499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633994,"about_ca_topic_score_gemma":0.002487431,"domain_scores_codex":[0.9996798,0.0001195608,0.00003010536,0.00006294783,0.00008351107,0.000024024],"domain_scores_gemma":[0.9980028,0.0005586453,0.0009562427,0.00006464923,0.000234486,0.0001831198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005564511,0.00005011884,0.9913838,0.00004031005,0.0001140357,0.00003699531,0.00003706487,0.0001189851,0.0003585929,0.0000149419,0.0001566641,0.007131851],"study_design_scores_gemma":[0.00002544732,0.000373389,0.9973137,0.00003294485,0.0001089473,0.0002879252,0.00004107583,0.0009837114,0.0003553766,0.00008720344,0.0003844379,0.000005752963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919924,0.006118143,0.0004332641,0.0001988918,0.00002660613,0.00001981662,0.000390045,0.00002386514,0.0007970656],"genre_scores_gemma":[0.9983992,0.0005562982,0.0005303777,0.00003956292,0.00002558619,0.00001484036,0.0002160538,0.000001600394,0.0002164142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001633994,"threshold_uncertainty_score":0.008320153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682454595706001,"score_gpt":0.2872185333932121,"score_spread":0.2703939874361521,"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."}}