{"id":"W4312087602","doi":"10.1002/alz.065811","title":"Validation and utility of plasma neurofilament light as a biomarker for vascular cognitive impairment","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproducibility; Medicine; Repeatability; Biomarker; Internal medicine; Hyperintensity; Confounding; Montreal Cognitive Assessment; Dementia; Pathology; Oncology; Disease; Magnetic resonance imaging; Biology; Radiology; Statistics","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":[0.01399408,0.0007172502,0.0004661797,0.001414527,0.0005602922,0.001665111,0.001417197,0.0009521246,0.0009713785],"category_scores_gemma":[0.02451796,0.0002886777,0.0004169156,0.0008974767,0.0009982607,0.0004723672,0.001076652,0.0006108499,0.0004927309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007078417,"about_ca_system_score_gemma":0.0007924829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007620117,"about_ca_topic_score_gemma":0.00540976,"domain_scores_codex":[0.99245,0.003537376,0.000500182,0.001678542,0.001544467,0.0002895338],"domain_scores_gemma":[0.9827071,0.004987388,0.002747154,0.003222837,0.005723852,0.0006116859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001687508,0.000162084,0.9662635,0.0001427975,0.0005257991,0.0000773178,0.0004337626,0.001186014,0.009681723,0.0002615056,0.00108621,0.01849164],"study_design_scores_gemma":[0.0001163976,0.0008274429,0.9786864,0.00008865317,0.000287908,0.0004162061,0.0002265076,0.005239781,0.01056332,0.0003925324,0.003115341,0.0000395322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820685,0.0015235,0.01058157,0.0001622445,0.0001001787,0.0002333782,0.002290506,0.0001748303,0.002865342],"genre_scores_gemma":[0.9938328,0.000104339,0.004075944,0.0001519953,0.0000453369,0.0001141236,0.00118321,0.0000288712,0.000463178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01399408,"threshold_uncertainty_score":0.07400864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03340308975713698,"score_gpt":0.3168072035433898,"score_spread":0.2834041137862529,"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."}}