{"id":"W3095139603","doi":"10.1182/blood-2020-134867","title":"Lymphoma Microenvironment Deconvolution Links M1 Macrophage Infiltration to Clinical Outcome in Diffuse Large B-Cell Lymphoma","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Roche (Canada)","funders":"","keywords":"Tumor microenvironment; Antibody-dependent cell-mediated cytotoxicity; Rituximab; Diffuse large B-cell lymphoma; Lymphoma; Cancer research; CD20; CHOP; Immune system; Medicine; Immunology; Biology; Antibody; Monoclonal antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005473483,0.0001541851,0.0002745497,0.0003168043,0.0001221288,0.0003679449,0.0001349134,0.0001574247,0.001294025],"category_scores_gemma":[0.0004504618,0.0001010742,0.0001754773,0.0002668862,0.0001937877,0.0001490881,0.0002605782,0.0002071573,0.0002105498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002791218,"about_ca_system_score_gemma":0.0002149224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005949044,"about_ca_topic_score_gemma":0.001269653,"domain_scores_codex":[0.9998401,0.00004031659,0.000009786249,0.00005148384,0.00004005958,0.00001821789],"domain_scores_gemma":[0.9997854,0.00004549775,0.00008775342,0.00001408327,0.00003483849,0.00003251732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00825383,0.0003914527,0.5672894,0.000640655,0.000412934,0.0001663779,0.0002895012,0.004820949,0.3367555,0.0001355997,0.001244895,0.07959893],"study_design_scores_gemma":[0.0003140223,0.002656318,0.9204696,0.00005309132,0.0005942442,0.0006719867,0.0002202306,0.008075831,0.06213178,0.0003293506,0.00445684,0.00002663404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954522,0.001381867,0.001444548,0.00004194854,0.000005469449,0.0000415946,0.001027597,0.00004512515,0.0005596877],"genre_scores_gemma":[0.9968734,0.0002507602,0.001089769,0.00007745819,0.00000529373,0.00006600892,0.001295765,0.00001179324,0.00032968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001294025,"threshold_uncertainty_score":0.004328907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813324898385349,"score_gpt":0.2920075416862534,"score_spread":0.2638742927023999,"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."}}