{"id":"W2070703548","doi":"10.1517/17530059.2.5.577","title":"Biomarker identification for diagnosis of Alzheimer's disease","year":2008,"lang":"en","type":"article","venue":"Expert Opinion on Medical Diagnostics","topic":"Alzheimer's disease research and treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Kinexus Bioinformatics Corporation (Canada)","funders":"","keywords":"Biomarker; Proteomics; Medicine; Pathology; Disease; Alzheimer's disease; Tau protein; Peripheral blood mononuclear cell; Differential diagnosis; Bioinformatics; Biology; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002092606,0.0002098567,0.0003572625,0.0001682587,0.0001567896,0.000008158353,0.0001523968,0.0001441159,0.0005392111],"category_scores_gemma":[0.005654179,0.0001686811,0.0002544033,0.0002095546,0.0003612512,0.00006747186,0.00004972327,0.0001271415,0.0001153877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004848945,"about_ca_system_score_gemma":0.0004983563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002439454,"about_ca_topic_score_gemma":4.911978e-7,"domain_scores_codex":[0.9973476,0.00007604121,0.0005000879,0.000392531,0.001323493,0.0003602457],"domain_scores_gemma":[0.9964851,0.001301709,0.0001199302,0.0004707664,0.0002673797,0.001355117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003152227,0.01470306,0.338544,0.000248188,0.007563161,0.0009007014,0.000431973,0.00000404024,0.00003495246,0.002780839,0.550815,0.08082187],"study_design_scores_gemma":[0.009760602,0.001794031,0.8999583,0.001437678,0.0003967992,0.00004691279,0.0001015196,0.002181263,0.008365989,0.000524732,0.07489046,0.000541718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3930506,0.5168186,0.005395416,0.06235056,0.005893996,0.01193399,0.002195296,0.0006656367,0.001695873],"genre_scores_gemma":[0.9172888,0.07870651,0.0003335291,0.00114806,0.0004271041,0.001128914,0.0009084343,0.00004440602,0.0000142191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5614143,"threshold_uncertainty_score":0.6878614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08962269057862006,"score_gpt":0.3930103850795926,"score_spread":0.3033876945009725,"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."}}