{"id":"W4404230722","doi":"10.1093/neuonc/noae165.1257","title":"TMIC-80. HIGH-DIMENSIONAL HISTOPATHOLOGIC EVALUATION OF THE HYPOXIC TUMOR MICROENVIRONMENT IN GLIOBLASTOMA","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Glioblastoma; Tumor microenvironment; Pathology; Medicine; Cancer research; Tumor cells","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":[0.0001363238,0.0002519049,0.0001601717,0.0006289953,0.0001733184,0.0001758274,0.00009390587,0.0001691664,0.0007743366],"category_scores_gemma":[0.00009724792,0.00009024011,0.0001054404,0.0002653555,0.0001169847,0.0001213762,0.0001290688,0.0001727253,0.0002128788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217136,"about_ca_system_score_gemma":0.0001376202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294391,"about_ca_topic_score_gemma":0.00156508,"domain_scores_codex":[0.9999462,0.00000648896,0.000004484624,0.00001222069,0.00001688729,0.00001355693],"domain_scores_gemma":[0.9999573,0.000004217809,0.00000909354,0.000003800862,0.00001179114,0.00001378108],"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":[0.0001365455,0.0000235412,0.002399694,0.00002335085,0.000005519388,0.00008373473,0.00001769024,0.0000733795,0.9950275,0.000027116,0.00005599362,0.002125923],"study_design_scores_gemma":[0.00001973647,0.00048958,0.1293046,0.000007928498,0.00005097922,0.001760392,0.00009589153,0.003842889,0.8624468,0.00009121902,0.001878899,0.00001104626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913942,0.0008563076,0.005494016,0.0000399236,0.00001427506,0.00007459892,0.0007738773,0.0001292661,0.001223532],"genre_scores_gemma":[0.9853492,0.0006975702,0.01137417,0.00004791206,0.00000717992,0.0001028097,0.001268186,0.00002901804,0.001123934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001294391,"threshold_uncertainty_score":0.002590358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287804721202726,"score_gpt":0.2630509852613458,"score_spread":0.2501729380493186,"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."}}