{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002647213,0.0001778201,0.0003716211,0.0008161149,0.000233596,0.0003819393,0.000127056,0.0002878886,0.00112939],"category_scores_gemma":[0.001439249,0.0001371065,0.0002048928,0.0003498426,0.0002728582,0.0002514245,0.0003675601,0.0002095735,0.0002206125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001595386,"about_ca_system_score_gemma":0.00009344878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005593688,"about_ca_topic_score_gemma":0.0008730037,"domain_scores_codex":[0.9997557,0.00006851647,0.00003516769,0.00005943364,0.00003012324,0.00005101267],"domain_scores_gemma":[0.9988902,0.0002861334,0.0004556472,0.00006919643,0.00006167508,0.0002372111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004048544,0.00001459413,0.9953993,0.00000526316,0.00002480061,0.00009442918,0.00003367473,0.00005684961,0.002638758,0.000006567047,0.00002620678,0.001294611],"study_design_scores_gemma":[0.000007103782,0.0001423877,0.9987552,0.000001706222,0.0000135203,0.0004292832,0.00007052544,0.0002127043,0.0002945223,0.00001733442,0.00005308776,0.000002685446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997817,0.00005997044,0.00004244495,0.000006898577,9.512172e-7,0.000001938493,0.00002364946,0.000001615904,0.00008077782],"genre_scores_gemma":[0.9998709,0.00001094571,0.00002759482,0.000005373204,0.000003657542,0.00000165108,0.00005946056,7.104283e-7,0.00001968607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00112939,"threshold_uncertainty_score":0.00377816,"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."}}