{"id":"W2808656872","doi":"10.7150/jca.24744","title":"Gene Expression Detection Assay for Cancer Clinical Use","year":2018,"lang":"en","type":"review","venue":"Journal of Cancer","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Institute in Oncology and Hematology; CancerCare Manitoba","funders":"Cure Brain Cancer Foundation; CancerCare Manitoba Foundation","keywords":"Gene expression; Gene; DNA microarray; Cancer; Microarray; Computational biology; Biology; Bioinformatics; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005668678,0.0002172095,0.0006899387,0.00006258209,0.00006831339,0.0000231123,0.0002846035,0.00067728,0.00002184501],"category_scores_gemma":[0.0001435334,0.0001547424,0.0008446386,0.00006751852,0.00008016158,0.000004279397,0.00007003848,0.0002555583,0.000001257818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005069389,"about_ca_system_score_gemma":0.0004182255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007514231,"about_ca_topic_score_gemma":0.00003758542,"domain_scores_codex":[0.9984607,0.0001664329,0.0008126795,0.0002916123,0.0000992713,0.0001693025],"domain_scores_gemma":[0.9979372,0.00004569388,0.001222127,0.0003073536,0.000392401,0.00009525065],"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":[0.00006522809,0.00005346849,0.0000349376,0.00057282,0.0003170647,0.00000129164,0.00000133313,0.000001266748,0.02260307,0.000002351481,0.01941121,0.9569359],"study_design_scores_gemma":[0.0001796235,0.0002646797,0.000007269236,0.001467076,0.0004392318,0.00002962083,4.595394e-7,0.000001675734,0.04809361,0.00001370635,0.9493353,0.0001677778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003946818,0.9636813,0.0345948,0.00002601681,0.0006996796,0.0004523113,0.0001352223,0.000005236639,0.00001076554],"genre_scores_gemma":[0.00008989958,0.9909851,0.004589404,0.0001446508,0.003389488,0.0003583276,0.00005159869,0.00004627498,0.0003452505],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9567682,"threshold_uncertainty_score":0.6310211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08434125683154216,"score_gpt":0.4672207295638505,"score_spread":0.3828794727323083,"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."}}