{"id":"W4388040550","doi":"10.3390/curroncol30110699","title":"The Predictive Value of CD3+/CD8+ Lymphocyte Infiltration and PD-L1 Expression in Colorectal Cancer","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colorectal cancer; Medicine; CD8; Tumor-infiltrating lymphocytes; Immunohistochemistry; Stage (stratigraphy); CD3; Oncology; Chemotherapy; Internal medicine; Adenocarcinoma; Infiltration (HVAC); Univariate analysis; Immune system; Cancer research; Cancer; Immunology; Multivariate analysis; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003063935,0.0001988554,0.0001524283,0.0004544684,0.0001857487,0.0002772482,0.0001426571,0.0003050597,0.001274313],"category_scores_gemma":[0.001276835,0.00009718823,0.0001655954,0.0003484154,0.0002247993,0.0001910617,0.0001764903,0.0003931316,0.0001773278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000184019,"about_ca_system_score_gemma":0.0001793562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000828604,"about_ca_topic_score_gemma":0.00133562,"domain_scores_codex":[0.9998858,0.00003058315,0.00001548248,0.00002174089,0.00002323501,0.000023095],"domain_scores_gemma":[0.9994393,0.0001702852,0.0001935963,0.00002703301,0.00006431741,0.0001054395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003277525,0.00001403791,0.9931322,0.00002237034,0.00002043914,0.000194677,0.00001303556,0.0001991608,0.001297144,0.00001645726,0.0001102757,0.004652541],"study_design_scores_gemma":[0.00001907275,0.0001809203,0.9934266,0.00001821683,0.00007428819,0.001939134,0.00008780538,0.002333523,0.0009417213,0.0001139374,0.0008586945,0.000006192109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972556,0.001565515,0.0002073948,0.00009311386,0.00001392518,0.00000594723,0.000100712,0.00001420644,0.0007436424],"genre_scores_gemma":[0.9996018,0.0001283434,0.00009780367,0.0000111899,0.00001303339,0.000003061795,0.00005645439,0.000001150235,0.00008719104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001274313,"threshold_uncertainty_score":0.004263043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05453906014425876,"score_gpt":0.3928349293710192,"score_spread":0.3382958692267604,"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."}}