{"id":"W3081856157","doi":"10.1158/1538-7445.am2020-829","title":"Abstract 829: Global tumor transcriptional activity reveals aggressiveness across multiple cancers","year":2020,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transcriptome; Prostate cancer; Cancer; Biology; Epigenetics; Gene; Somatic cell; Genome; Cancer research; Computational biology; Gene expression; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004466139,0.000269287,0.0003389698,0.001117298,0.0002611512,0.0005148658,0.0001986956,0.0001902445,0.002009317],"category_scores_gemma":[0.0008375447,0.00008586831,0.0002777311,0.001163419,0.000409693,0.0001429324,0.0003345802,0.000326592,0.0002933815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004568014,"about_ca_system_score_gemma":0.0004210929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004527385,"about_ca_topic_score_gemma":0.006816607,"domain_scores_codex":[0.9996876,0.00002582803,0.0000251166,0.0001074566,0.0001061722,0.0000478482],"domain_scores_gemma":[0.9994424,0.0001528357,0.0001460279,0.00005353221,0.0001197911,0.00008544957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009271228,0.00005812211,0.7104246,0.0002893851,0.0003022676,0.0001934649,0.0002185196,0.002584834,0.2463663,0.0003100661,0.000900824,0.03742443],"study_design_scores_gemma":[0.00001624214,0.0001929915,0.9584674,0.00001108474,0.00017752,0.0007559696,0.0001536822,0.003018256,0.03484495,0.0003240817,0.002024109,0.00001368244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879682,0.0008257873,0.005746327,0.00006057867,0.000008942633,0.00003282836,0.0038978,0.0001211726,0.001338285],"genre_scores_gemma":[0.9950405,0.0001127066,0.001763056,0.00002493389,0.000007447601,0.00002291565,0.00253512,0.00001741837,0.0004760144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004527385,"threshold_uncertainty_score":0.00900209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07450202248969799,"score_gpt":0.4043381822729821,"score_spread":0.3298361597832841,"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."}}