{"id":"W2090266429","doi":"10.1016/j.artmed.2004.01.008","title":"Data mining of gene expression changes in Alzheimer brain","year":2004,"lang":"en","type":"article","venue":"Artificial Intelligence in Medicine","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; Ottawa Hospital; Institute for Biological Sciences","funders":"","keywords":"Computer science; Gene expression; Expression (computer science); Gene; Computational biology; Neuroscience; Artificial intelligence; Data mining; Biology; Genetics","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":[0.0005320449,0.000302545,0.0007111345,0.002644497,0.0003110393,0.0005933656,0.0004437763,0.0004105766,0.0008167941],"category_scores_gemma":[0.001242629,0.00009557045,0.0005450766,0.002554065,0.0002283941,0.0002522959,0.000199121,0.0003666801,0.0002845163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243616,"about_ca_system_score_gemma":0.0004829731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188073,"about_ca_topic_score_gemma":0.002610449,"domain_scores_codex":[0.9997202,0.00004244221,0.0000426441,0.00008128348,0.00006471133,0.00004875583],"domain_scores_gemma":[0.9992467,0.0003467764,0.0001334786,0.00006937981,0.0001410667,0.00006252957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00412523,0.0008264335,0.5882519,0.0009789859,0.0006741578,0.001383047,0.0003542176,0.005608504,0.09031247,0.0009102394,0.005086951,0.301488],"study_design_scores_gemma":[0.0001261472,0.0009026069,0.8612675,0.0001456341,0.001053946,0.004514791,0.0009395996,0.0439249,0.07170285,0.004980753,0.01038382,0.00005734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978157,0.002339657,0.00898088,0.000338103,0.00005443317,0.00005644764,0.008588719,0.000259986,0.001224727],"genre_scores_gemma":[0.9792212,0.000788098,0.009026889,0.00007751862,0.00004936805,0.00007362871,0.01010993,0.0000196595,0.0006336478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002644497,"threshold_uncertainty_score":0.003739536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.14505744775527,"score_gpt":0.3880786525750464,"score_spread":0.2430212048197764,"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."}}