{"id":"W4387402146","doi":"10.1016/j.esmoop.2023.102022","title":"173P Overcoming monocyte imbalance and T cell exhaustion in obesity-associated colorectal cancer liver metastasis","year":2023,"lang":"en","type":"article","venue":"ESMO Open","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tumor microenvironment; Medicine; Colorectal cancer; Myeloid; Immune system; Metastasis; Immunology; Cancer; Internal medicine; Cancer research; Oncology","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":[0.0005857924,0.000152274,0.0003216547,0.0001518276,0.0001013996,0.00006620243,0.000170895,0.0001075048,0.0002527715],"category_scores_gemma":[0.0001178848,0.0001529922,0.0000502921,0.0005010765,0.00005565975,0.000227698,0.0003467754,0.0001605428,0.00007330081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002647631,"about_ca_system_score_gemma":0.0001124819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026865,"about_ca_topic_score_gemma":0.0008624464,"domain_scores_codex":[0.9988312,0.0001043914,0.0002256255,0.0003351289,0.0001953916,0.0003083319],"domain_scores_gemma":[0.9994843,0.00008975321,0.00009740183,0.000153736,0.00005647758,0.0001183083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005186712,0.0001352734,0.9882428,0.0001264542,0.0001285615,0.0003438863,0.0004646284,0.00001195402,0.002337335,0.00001842597,0.004857598,0.002814407],"study_design_scores_gemma":[0.002189711,0.00004950937,0.9782575,0.0002325084,0.0001448538,0.000003930901,0.0001504753,0.002517586,0.01547723,0.00004446829,0.0007610566,0.0001711854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960341,0.0003244278,0.000001968891,0.0002772116,0.0001339103,0.0008949257,0.00004174666,0.0000834595,0.002208218],"genre_scores_gemma":[0.9979177,0.0005508878,0.000294387,0.0001926378,0.00003642345,0.0002363426,0.00005901419,0.00002680163,0.0006858523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313989,"threshold_uncertainty_score":0.6238841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942911782313879,"score_gpt":0.3084441759101499,"score_spread":0.2790150580870111,"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."}}