{"id":"W4384069973","doi":"10.1093/noajnl/vdad071.023","title":"HIGH-DIMENSIONAL HISTOPATHOLOGIC EVALUATION OF THE HYPOXIC MICROENVIRONMENT IN GLIOBLASTOMA","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hypoxia (environmental); Pathology; Biology; Cell type; Angiogenesis; Immunohistochemistry; Cell; Mass cytometry; Tumor microenvironment; Tumour heterogeneity; Cancer research; Phenotype; Medicine; Chemistry; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003868802,0.0001119632,0.0002598459,0.0001358441,0.0000523569,0.000001345661,0.0000779167,0.00006897716,0.0001199607],"category_scores_gemma":[0.0002375593,0.00007310475,0.00007324589,0.0003216761,0.0001639161,0.00004082584,0.00007312173,0.0001202234,0.00006684066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002546748,"about_ca_system_score_gemma":0.00008648008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000621481,"about_ca_topic_score_gemma":0.00005371747,"domain_scores_codex":[0.9986662,0.0002524954,0.0002556771,0.0002655523,0.0003733029,0.0001867535],"domain_scores_gemma":[0.9992861,0.0002605084,0.0001373364,0.0002394451,0.00004103559,0.00003558764],"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":[0.0003687423,0.001371222,0.1665622,0.00003449832,0.00002748603,0.0005457567,0.0001536868,0.01321783,0.757531,0.0001375398,0.001561082,0.05848895],"study_design_scores_gemma":[0.004093855,0.001256729,0.8465445,0.00004763856,0.000175874,0.0001326161,0.00005618532,0.0006231962,0.1405917,0.0008221811,0.005573825,0.00008167746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936787,0.001281673,4.477531e-7,0.003720596,0.0005821634,0.0005505398,0.000006640843,0.00002551332,0.0001537629],"genre_scores_gemma":[0.998827,0.0002378154,0.0001425994,0.0005486069,0.00003334296,0.0001785272,0.00000479642,0.000009627393,0.00001772457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6799823,"threshold_uncertainty_score":0.2981125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02268351073610442,"score_gpt":0.3002158214626405,"score_spread":0.2775323107265361,"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."}}