{"id":"W4386742019","doi":"10.1080/2162402x.2023.2253642","title":"Homogeneity in immune features between colorectal liver metastases better identifies patients with good prognosis compared to pathological response to preoperative chemotherapy","year":2023,"lang":"en","type":"article","venue":"OncoImmunology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Institute of Cancer Research; Institut Du Cancer de Montréal; International Hepato-Pancreato-Biliary Association; Ethicon; Université de Montréal","keywords":"Medicine; Chemotherapy; Colorectal cancer; Pathological; Immune system; Grading (engineering); Oncology; Internal medicine; Pathology; Gastroenterology; Cancer; Immunology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006001336,0.0003225263,0.0007714115,0.0004863153,0.0001337279,0.00004111395,0.0002487013,0.0002027629,0.0001716951],"category_scores_gemma":[0.000148214,0.0002370277,0.0001289377,0.001199059,0.0002421404,0.00009246875,0.0001534428,0.0003037537,0.0001265123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388224,"about_ca_system_score_gemma":0.0001164948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003337754,"about_ca_topic_score_gemma":0.0003152291,"domain_scores_codex":[0.9976563,0.0004956478,0.0004395813,0.0005713695,0.00029007,0.000547058],"domain_scores_gemma":[0.998947,0.000319475,0.00009765025,0.0003713226,0.0001651592,0.00009939167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0631884,0.0006702171,0.7926015,0.00002599046,0.0006905006,0.0002009034,0.004637281,0.000006438927,0.1203954,0.000003969018,0.001470307,0.01610914],"study_design_scores_gemma":[0.005627325,0.004328321,0.9446874,0.000121025,0.00006933721,0.00001826646,0.000449596,0.000001028213,0.04162133,0.000005072789,0.002793078,0.0002781832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930884,0.0004095078,0.00001323874,0.004025536,0.0001403428,0.00192221,0.0001776501,0.0001507754,0.00007237129],"genre_scores_gemma":[0.9966962,0.00005963193,0.0007435935,0.001184588,0.00004554102,0.0004812676,0.0002442714,0.00004085347,0.0005040927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152086,"threshold_uncertainty_score":0.966571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867915437774884,"score_gpt":0.2863768383331473,"score_spread":0.2676976839553984,"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."}}