{"id":"W4404237029","doi":"10.1093/neuonc/noae165.0050","title":"EPCO-51. A MULTI-OMIC ANALYSIS OF REGIONAL HETEROGENEITY IN GLIOBLASTOMA","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"ATP Synthase and ATPases Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"","keywords":"Glioblastoma; Computational biology; Biology; Cancer research","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":[0.0002274866,0.0001392326,0.0003199476,0.0003880984,0.0000273717,0.00001222329,0.000222899,0.0002310749,0.00007316883],"category_scores_gemma":[0.0001102244,0.0001316806,0.0002641276,0.0006422516,0.0001581979,0.000004143613,0.0001704749,0.0001985736,0.00002445562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005118646,"about_ca_system_score_gemma":0.0002590084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006463573,"about_ca_topic_score_gemma":0.001195161,"domain_scores_codex":[0.9985326,0.0002260359,0.0003031762,0.0004929652,0.0001469987,0.0002982387],"domain_scores_gemma":[0.9993652,0.0001233352,0.00005290968,0.0003157254,0.00005276164,0.00009006465],"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":[0.0002390511,0.0001903817,0.005230802,0.00002510584,0.000347435,0.0001953266,0.00005167986,0.0003507155,0.9844536,0.00003429463,0.0011863,0.00769532],"study_design_scores_gemma":[0.0009203174,0.001556433,0.006082754,0.00001735726,0.0002461873,0.00004104022,0.00007301808,0.01381001,0.7796679,0.00001478258,0.1973328,0.0002374242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997244,0.001157463,0.0005031062,0.0005702877,0.0001212348,0.0001350571,0.00005176431,0.00001468113,0.0002023886],"genre_scores_gemma":[0.9986722,0.0004586003,0.0001699668,0.0004174094,0.0001060244,0.00003246546,0.00005857689,0.00002041384,0.00006426911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2047857,"threshold_uncertainty_score":0.5369781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03463462110902515,"score_gpt":0.364454973327151,"score_spread":0.3298203522181259,"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."}}