{"id":"W4404275600","doi":"10.1080/14796694.2024.2421151","title":"Inflammatory markers correlate with lymphocytes infiltrating and predict immunotherapy prognosis for esophageal cancer","year":2024,"lang":"en","type":"article","venue":"Future Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"Government of Jiangsu Province","keywords":"Medicine; Tumor-infiltrating lymphocytes; Esophageal cancer; Immunotherapy; Oncology; Immunology; Cancer; Internal medicine; Pathology","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":[0.0003457615,0.0002170008,0.0003422743,0.000119236,0.0001159723,0.00004331277,0.00006363391,0.000254013,0.0001998664],"category_scores_gemma":[0.00001151896,0.0001523674,0.0001033415,0.000194398,0.0001981547,0.0001036657,0.00001416101,0.0002134957,0.000002388191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003602778,"about_ca_system_score_gemma":0.0008970477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006574555,"about_ca_topic_score_gemma":0.00012201,"domain_scores_codex":[0.9988785,0.00005316308,0.0002853138,0.0003472134,0.0001338567,0.0003019185],"domain_scores_gemma":[0.9993984,0.0002262911,0.00008570032,0.0001388633,0.00006685194,0.00008397026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02694799,0.0001203987,0.04521137,0.001199013,0.002416381,0.0002783015,0.00263034,0.000006709231,0.01906952,0.0004100481,0.01848255,0.8832273],"study_design_scores_gemma":[0.01219445,0.004959446,0.1065692,0.001003449,0.0004503753,0.0009019874,0.001023664,0.00155251,0.002137525,0.00004491584,0.868771,0.0003914458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8948331,0.08844684,0.0003219249,0.008304857,0.002650372,0.002381187,0.00009037671,0.0003763118,0.002594972],"genre_scores_gemma":[0.9701318,0.01255902,0.005006748,0.003654263,0.00353627,0.002008898,0.00009054922,0.0001641724,0.002848274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8828359,"threshold_uncertainty_score":0.6213363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008220770756086012,"score_gpt":0.2852142627647132,"score_spread":0.2769934920086272,"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."}}