{"id":"W4388589549","doi":"10.1093/neuonc/noad179.0499","title":"EPCO-37. DISSECTING GBM EVOLUTION FOLLOWING STANDARD-OF-CARE BY LARGE-SCALE LONGITUDINAL SINGLE NUCLEUS RNA-SEQUENCING","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Transcriptome; Phenotype; Temozolomide; Biology; Exome sequencing; RNA; Cohort; microRNA; Cancer research; Medicine; Glioblastoma; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166308,0.0004447754,0.000518892,0.0006301825,0.0005585268,0.000678151,0.0005991051,0.0004450635,0.004726115],"category_scores_gemma":[0.001046664,0.0003711453,0.0004398362,0.0006792179,0.0003431699,0.0002603502,0.0007328259,0.0005578235,0.00335079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005378277,"about_ca_system_score_gemma":0.0009346117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004659433,"about_ca_topic_score_gemma":0.01059316,"domain_scores_codex":[0.9993813,0.00006286617,0.00003455492,0.0002443724,0.000188994,0.00008788928],"domain_scores_gemma":[0.9993147,0.000112203,0.00008099752,0.0001187162,0.000260272,0.0001131579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001442392,0.0001897688,0.06722552,0.0007936255,0.000289489,0.0003800079,0.0006241422,0.005667619,0.8278851,0.00166448,0.03641364,0.05742425],"study_design_scores_gemma":[0.0001821287,0.001183938,0.303996,0.0001988371,0.0003141903,0.001373084,0.0005297795,0.04605049,0.505559,0.002676203,0.1377442,0.0001922491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.711956,0.002471896,0.08520338,0.0007091981,0.0002866021,0.000614666,0.1794631,0.007977605,0.01131761],"genre_scores_gemma":[0.6340486,0.001231584,0.09025643,0.0009717707,0.00009477896,0.001875088,0.2604405,0.002838471,0.008242836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004726115,"threshold_uncertainty_score":0.01581043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749759633724188,"score_gpt":0.3110289152744299,"score_spread":0.283531318937188,"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."}}