{"id":"W2174890166","doi":"10.1007/978-1-4939-3136-1_12","title":"DNA Microarray-Based Diagnostics","year":2015,"lang":"en","type":"review","venue":"Methods in molecular biology","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computational biology; Microarray; Biology; Genetics; Gene; Gene expression","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00138101,0.0005126933,0.001164443,0.0003274049,0.00003334514,0.00002019228,0.0006594529,0.001260432,0.00002469971],"category_scores_gemma":[0.0008565038,0.0004482237,0.0004229436,0.0004096204,0.0001696371,0.000001022785,0.0002204145,0.0003806425,0.00002386789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008712013,"about_ca_system_score_gemma":0.0007781927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005356471,"about_ca_topic_score_gemma":0.000003779565,"domain_scores_codex":[0.9951244,0.002680066,0.0006867852,0.0009707765,0.000102632,0.0004353378],"domain_scores_gemma":[0.9981932,0.0001029161,0.0003627379,0.001075832,0.0001149435,0.0001503878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001355991,0.00007534141,0.00001129428,0.0007901312,0.00006323638,0.00001183783,0.000005355701,0.000006313422,0.07791864,0.0001891347,0.002454383,0.9184608],"study_design_scores_gemma":[0.0003281116,0.0001473138,7.396434e-7,0.000511928,0.0001271184,0.00001347722,0.00000595143,0.000005418574,0.01754647,0.000332818,0.9805104,0.0004702232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002671247,0.6776606,0.3209088,0.00002559584,0.0004510313,0.0004008899,0.00003356256,0.00001316389,0.0005036682],"genre_scores_gemma":[7.894255e-7,0.7631422,0.2349165,0.0002862992,0.000149777,0.0003276041,0.0009147089,0.00007400582,0.0001881124],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9780561,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07309097647888205,"score_gpt":0.4705204048650941,"score_spread":0.3974294283862121,"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."}}