{"id":"W4310108176","doi":"10.1182/blood-2022-162789","title":"High-Plex Imaging and Cellular Neighborhood Spatial Analysis Reveals Multiple Immune Escape and Suppression Patterns in DLBCL","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Tumor microenvironment; Immune system; Cohort; Context (archaeology); Oncology; Diffuse large B-cell lymphoma; Medicine; Biology; Internal medicine; Cancer research; Immunology; Lymphoma","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":[0.000517113,0.0002428806,0.0002642756,0.001094459,0.0003077434,0.0006649465,0.0002975945,0.000330606,0.001081221],"category_scores_gemma":[0.0006638802,0.0001940608,0.0002855239,0.0007378771,0.0002656593,0.0002488121,0.0004597501,0.0003059542,0.0002857925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006492114,"about_ca_system_score_gemma":0.0002203234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507237,"about_ca_topic_score_gemma":0.004395741,"domain_scores_codex":[0.9997144,0.00004362878,0.00001650105,0.0001055721,0.00007386102,0.00004600385],"domain_scores_gemma":[0.9996471,0.0001137531,0.00008768759,0.00005871882,0.00005463298,0.00003810735],"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":[0.0008827947,0.0001820581,0.4251281,0.0001917602,0.0002492306,0.0003313769,0.0004276471,0.01610125,0.5210366,0.001019039,0.001092064,0.0333581],"study_design_scores_gemma":[0.00004079575,0.000241665,0.676985,0.00001655929,0.0001862544,0.001197804,0.0004619778,0.1034612,0.2123379,0.001333421,0.00369909,0.00003824943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868151,0.0001811897,0.01136388,0.00003290721,0.000002162074,0.00001600054,0.0007793618,0.0001539339,0.0006555259],"genre_scores_gemma":[0.9870809,0.00007528302,0.01121333,0.00002465655,0.000003583501,0.00004569212,0.001220581,0.00002845388,0.000307748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002507237,"threshold_uncertainty_score":0.004985213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006078191677673482,"score_gpt":0.2202974088425806,"score_spread":0.2142192171649071,"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."}}