{"id":"W2899687079","doi":"10.1093/neuonc/noy148.628","title":"MNGI-12. EXPRESSION OF PROGRAMMED CELL DEATH LIGAND-1 (PD-L1) IN MENINGIOMA: CLINICAL UTILITY FOR PREDICTION OF TUMOR RECURRENCE AND ASSOCIATION WITH HYPOXIC RESPONSE AND NFKB2 ACTIVATION","year":2018,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Nanoplatforms for cancer theranostics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Meningioma; Immunohistochemistry; Univariate analysis; Medicine; Hypoxia (environmental); Internal medicine; Oncology; Tumor hypoxia; Pathology; Cancer research; Multivariate analysis; Chemistry","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":[0.0003062513,0.0001932143,0.0002721665,0.0008673278,0.0002790787,0.0005235595,0.0001956353,0.0002617677,0.001496663],"category_scores_gemma":[0.0004465654,0.0001578349,0.0002821691,0.0006764602,0.0001736521,0.0001367595,0.00025872,0.0003699529,0.0004298454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000489306,"about_ca_system_score_gemma":0.0002656197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004456369,"about_ca_topic_score_gemma":0.008832114,"domain_scores_codex":[0.9998715,0.00001554012,0.00001331008,0.00004425446,0.00002876654,0.00002665292],"domain_scores_gemma":[0.9998078,0.000028992,0.00008191177,0.00001574302,0.00003029808,0.00003534504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002083136,0.00008499034,0.8771233,0.0002823237,0.0002269749,0.000318858,0.0001785039,0.001449304,0.09420071,0.00008893458,0.001519485,0.02244343],"study_design_scores_gemma":[0.00001668133,0.0001387096,0.9753387,0.00002425375,0.00009111308,0.0006202465,0.0001211428,0.003363383,0.01681449,0.0001505647,0.003307279,0.0000133683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903914,0.0009089779,0.0007538747,0.00005586401,0.00001056034,0.00002534058,0.007067224,0.00007511547,0.000711674],"genre_scores_gemma":[0.9878438,0.0003221744,0.001968093,0.00004281813,0.000007609002,0.0000533918,0.008777499,0.00001692721,0.0009676875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004456369,"threshold_uncertainty_score":0.008860886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096945953902957,"score_gpt":0.2924236436807877,"score_spread":0.2614541841417581,"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."}}