{"id":"W1995548146","doi":"10.1038/nbt729","title":"Representation is faithfully preserved in global cDNA amplified exponentially from sub-picogram quantities of mRNA","year":2002,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Olfactory and Sensory Function Studies","field":"Neuroscience","cited_by":300,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"RNA; Complementary DNA; Computational biology; Biology; Reverse transcriptase; Population; Molecular biology; DNA microarray; Messenger RNA; DNA; Gene expression; Gene; Chemistry; Genetics; Medicine","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":[0.00006726089,0.000183086,0.000338086,0.0002094311,0.00009562643,0.00002374538,0.0003533479,0.000936357,0.0002982672],"category_scores_gemma":[0.0009405657,0.0001724671,0.00009920901,0.0008242569,0.0003606418,0.000167688,0.0001477555,0.0006204838,0.00006958113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000425028,"about_ca_system_score_gemma":0.00001009643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000139462,"about_ca_topic_score_gemma":0.0002387921,"domain_scores_codex":[0.9983279,0.0001356175,0.0003726674,0.0005994685,0.000283684,0.0002806397],"domain_scores_gemma":[0.9990608,0.0001747589,0.0001928318,0.0004849444,0.0000560741,0.00003063944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002227075,0.0002569869,0.02154161,0.00002217323,0.00003436999,0.00004087444,0.0004286323,0.00001240454,0.9571008,0.009282432,0.006149439,0.004907582],"study_design_scores_gemma":[0.0007747295,0.0001441885,0.02696158,0.00001862631,0.00001564563,0.000007242442,0.0004675259,0.0002373161,0.9576387,0.003150124,0.01038935,0.0001949602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921336,0.0009104784,0.0001113899,0.003846857,0.0008565265,0.0002396144,0.0001335379,0.0002314076,0.001536572],"genre_scores_gemma":[0.9984993,0.0004446292,0.0001654339,0.0005164841,0.00005939281,0.00001190542,0.000006009311,0.00001003436,0.0002868293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006365665,"threshold_uncertainty_score":0.7222043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056182264374122,"score_gpt":0.2899005825600475,"score_spread":0.1842823561226353,"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."}}