{"id":"W4404230737","doi":"10.1093/neuonc/noae165.0037","title":"EPCO-38. IDENTIFYING THE MOLECULAR SIGNATURE OF INFILTRATING EDGE IN GLIOBLASTOMA AS DRIVERS OF TUMOUR INVASION AND RECURRENCE","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 Health Network; Princess Margaret Cancer Centre; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Glioblastoma; Signature (topology); Pathology; Biology; Medicine; Oncology; Cancer research; Mathematics","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":[0.0003031675,0.0001153137,0.0001820569,0.0001038033,0.00003875074,0.00001572951,0.0002150457,0.0001847671,0.00001819381],"category_scores_gemma":[0.0004335785,0.0000919448,0.00006739279,0.0002507868,0.0002215159,0.000008533696,0.0002455763,0.0003343923,0.000003117666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001605049,"about_ca_system_score_gemma":0.0002412051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002618235,"about_ca_topic_score_gemma":0.00003723009,"domain_scores_codex":[0.9988258,0.0002385791,0.0002553635,0.0003194027,0.0001578814,0.0002029933],"domain_scores_gemma":[0.9994157,0.0002024625,0.00008116841,0.0001903726,0.00006068347,0.00004960826],"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":[0.00008324303,0.00003390778,0.0004118598,0.0001024294,0.00001795408,0.0001574711,0.000323942,0.00004021975,0.988012,0.0003102806,0.0002880296,0.01021871],"study_design_scores_gemma":[0.0002641229,0.000970236,0.0002311635,0.00009994681,0.00001292621,0.00004800885,0.0005098411,0.0003021706,0.9898419,0.0001733559,0.007463207,0.00008311954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947028,0.003518427,0.000145196,0.0004048044,0.0001445948,0.0001954665,0.00001071054,0.000006260737,0.0008717835],"genre_scores_gemma":[0.9988713,0.0008103168,0.00009310889,0.0001216675,0.00005508763,0.00001283291,0.000007217954,0.00001456824,0.00001386356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01013559,"threshold_uncertainty_score":0.37494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828348807206858,"score_gpt":0.3235120622537771,"score_spread":0.3052285741817085,"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."}}