{"id":"W4220944780","doi":"10.1101/2022.03.16.22272456","title":"Plasma MIA, CRP, and albumin predict cognitive decline in Parkinson’s Disease","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chan Zuckerberg Initiative; National Institute of Neurological Disorders and Stroke; Alzheimer's Association; American Heart Association; National Institutes of Health; Michael J. Fox Foundation for Parkinson's Research","keywords":"Cognitive decline; Cohort; Biomarker; Dementia; Quartile; Montreal Cognitive Assessment; Internal medicine; Oncology; Neuropsychology; Medicine; Cohort study; Cognition; Gerontology; Psychology; Disease; Psychiatry; Biology; Genetics","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":[0.005823631,0.001101127,0.0005609612,0.0005455085,0.000453095,0.0008870617,0.0006306752,0.0007808142,0.0006163794],"category_scores_gemma":[0.01039019,0.0004856785,0.001055031,0.0003233452,0.0003880955,0.0003803941,0.0005197107,0.001027462,0.0001972501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003464674,"about_ca_system_score_gemma":0.0004082052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003708717,"about_ca_topic_score_gemma":0.002406558,"domain_scores_codex":[0.9985044,0.0007251803,0.00009412481,0.0004056515,0.0001845301,0.00008615446],"domain_scores_gemma":[0.9952531,0.001908888,0.001126209,0.000949346,0.0005437802,0.0002187493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002321303,0.000194586,0.9882041,0.00001602101,0.0006434731,0.00006379047,0.00007994115,0.001127032,0.002720857,0.00002907606,0.0001607959,0.004438969],"study_design_scores_gemma":[0.0002309299,0.001414464,0.9787288,0.00001147335,0.0004509155,0.000298489,0.00008013176,0.01596522,0.002343835,0.0002090174,0.0002462923,0.00002037375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983389,0.0001561737,0.00113052,0.00003029101,0.000008168146,0.00001765131,0.0001937833,0.00001521677,0.0001091785],"genre_scores_gemma":[0.9989935,0.00002304329,0.0006742452,0.00001393607,0.000005542195,0.00001333352,0.0001723781,0.00000307214,0.0001010366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005823631,"threshold_uncertainty_score":0.03079867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03334418062181189,"score_gpt":0.3270585624488052,"score_spread":0.2937143818269933,"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."}}