{"id":"W7135036575","doi":"10.1093/neuped/wuaf001.186","title":"LGG-03. Revealing MAPK-Activated Immune-Suppressive Myeloid Populations in Pediatric Low-Grade Gliomas Through Spatial Immune Mapping","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Pediatrics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre; University of Calgary","funders":"","keywords":"Myeloid; Immune system; Mass cytometry; Immunophenotyping; Myeloid leukemia; Population; Microglia; Tumor microenvironment","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":[0.000184251,0.0001786201,0.000169173,0.0007821487,0.0001887474,0.0003267484,0.0001776296,0.0002416317,0.001252886],"category_scores_gemma":[0.0001675805,0.0001076981,0.0001450895,0.000503836,0.0001355587,0.0001113545,0.0002028448,0.0001841742,0.0005494043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145174,"about_ca_system_score_gemma":0.000176594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117201,"about_ca_topic_score_gemma":0.001638998,"domain_scores_codex":[0.9999136,0.00001230245,0.00000698925,0.00002409143,0.00002006536,0.00002299456],"domain_scores_gemma":[0.9999088,0.00001204168,0.00002933136,0.00001148957,0.00001785408,0.00002049441],"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":[0.0009918936,0.00007416576,0.1114517,0.0002561352,0.00004153828,0.0008597998,0.0001421165,0.0003441271,0.8632623,0.0001758125,0.001054673,0.02134565],"study_design_scores_gemma":[0.00006178187,0.0005437036,0.6724254,0.00004065906,0.0001129478,0.008294172,0.0004535437,0.005261884,0.2986838,0.0004699254,0.01363374,0.00001850475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945067,0.000590138,0.001820799,0.00006002748,0.000004403937,0.00002975583,0.001953652,0.0001546664,0.0008798878],"genre_scores_gemma":[0.9898521,0.0003470387,0.00495552,0.00005954058,0.000005521872,0.00004610581,0.00411696,0.00003739125,0.0005797794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001252886,"threshold_uncertainty_score":0.004191339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345861812045076,"score_gpt":0.3163810196246921,"score_spread":0.2829224015042414,"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."}}