{"id":"W3123207203","doi":"10.1002/alz.12283","title":"The diagnostic and prognostic capabilities of plasma biomarkers in Alzheimer's disease","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":351,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"H2020 European Research Council; Vetenskapsrådet; Hjärnfonden; European Commission; UK Dementia Research Institute; EU Joint Programme – Neurodegenerative Disease Research; Alzheimer's Drug Discovery Foundation","keywords":"Dementia; Biomarker; Cognitive decline; Internal medicine; Medicine; Oncology; Pathology; Disease; Gastroenterology; Chemistry; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001764288,0.0007089779,0.0004407102,0.00104653,0.0002459611,0.0007805448,0.0002371299,0.0005206612,0.0007060291],"category_scores_gemma":[0.004753612,0.0002003933,0.0002087308,0.000488882,0.0002458861,0.0003904233,0.0002861562,0.0003286369,0.0002036826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311782,"about_ca_system_score_gemma":0.0001919286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005662083,"about_ca_topic_score_gemma":0.0004133056,"domain_scores_codex":[0.9995816,0.0001676121,0.00003902304,0.00008641421,0.00009048664,0.00003496021],"domain_scores_gemma":[0.9981017,0.0009241398,0.0005608833,0.00006411671,0.0002305791,0.0001185954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001740939,0.0001027227,0.9623532,0.00009715997,0.0002115747,0.0001496881,0.00009087528,0.0003881413,0.005078523,0.00006581644,0.0001807653,0.02954047],"study_design_scores_gemma":[0.00007940605,0.00157078,0.9845333,0.00005360006,0.0002224584,0.002042257,0.0001437308,0.003260792,0.00658326,0.0005303512,0.0009577318,0.00002230104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946685,0.003946535,0.0005480802,0.00007218913,0.00001470063,0.0000106952,0.0001850721,0.00002354557,0.0005306583],"genre_scores_gemma":[0.9988253,0.0002827338,0.0006435251,0.00002595452,0.00002352407,0.000007124512,0.0001096269,0.000001393007,0.00008088315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001764288,"threshold_uncertainty_score":0.009330511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981815001784659,"score_gpt":0.2872171961561868,"score_spread":0.2673990461383403,"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."}}