{"id":"W3215935280","doi":"10.1093/neuonc/noab196.876","title":"TMOD-15. CHARACTERIZATION OF THE MINIMAL RESIDUAL DISEASE STATE REVEALS DISTINCT EVOLUTIONARY TRAJECTORIES OF HUMAN GLIOBLASTOMA","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Minimal residual disease; Glioblastoma; Disease; Brain tumor; Transcriptome; Cancer research; Oncology; Biology; Cancer; Medicine; Gene; Internal medicine; Pathology; Genetics; 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":[0.0001154048,0.00008719098,0.0001648503,0.000282083,0.0001345162,0.000340661,0.00008614232,0.0001283404,0.0006345303],"category_scores_gemma":[0.0001913992,0.00006585604,0.0001145653,0.0002411981,0.0001309605,0.00008090026,0.0001752989,0.0001492418,0.0002410302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002476649,"about_ca_system_score_gemma":0.0001448341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331267,"about_ca_topic_score_gemma":0.00209412,"domain_scores_codex":[0.9999491,0.000003952593,0.000004073211,0.00001576874,0.00001246663,0.00001463951],"domain_scores_gemma":[0.999925,0.00001011848,0.00002376105,0.000007343703,0.00001681013,0.000017026],"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":[0.0001904795,0.00001399166,0.01499097,0.00003413078,0.00001056875,0.0000688946,0.00008599745,0.0002441764,0.9786224,0.000175127,0.00009166926,0.005471651],"study_design_scores_gemma":[0.0000140918,0.0007741178,0.5587359,0.00003003722,0.0000523933,0.001537922,0.0004571645,0.00803874,0.4188591,0.0007650834,0.01070949,0.00002602963],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969544,0.000279941,0.001170263,0.00002149052,0.000004458627,0.00001046019,0.001160961,0.00002003431,0.0003779033],"genre_scores_gemma":[0.9948954,0.0001881363,0.001617167,0.00002911414,0.000001913828,0.00002143313,0.002456456,0.00001662713,0.0007738057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001331267,"threshold_uncertainty_score":0.002647042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009684409550831444,"score_gpt":0.2567727922615968,"score_spread":0.2470883827107654,"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."}}