{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002330198,0.0001981676,0.0002408189,0.0003020969,0.0001286089,0.0002545395,0.00007290507,0.0001895388,0.0009798257],"category_scores_gemma":[0.000491447,0.00006594692,0.0002075638,0.0003163521,0.0001109152,0.0001429641,0.0001475823,0.0002229771,0.000142059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078098,"about_ca_system_score_gemma":0.0001205425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001860034,"about_ca_topic_score_gemma":0.000421992,"domain_scores_codex":[0.9999133,0.00002259552,0.00001199227,0.00001734919,0.00001581778,0.00001885586],"domain_scores_gemma":[0.99976,0.00005072472,0.0001156168,0.00001108869,0.0000238093,0.00003871924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006252848,0.00004424713,0.9914185,0.00002092562,0.00004405522,0.000071442,0.0000176018,0.0001043406,0.002993076,0.000007366846,0.00006120161,0.004591852],"study_design_scores_gemma":[0.00001679052,0.0003134649,0.9974622,0.000007022711,0.00007283182,0.0003665913,0.00004861445,0.0004327896,0.001016157,0.00002515781,0.0002356068,0.000002755239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988402,0.0007712143,0.0001104866,0.00002355841,0.000004042749,0.000004885758,0.00008158983,0.000002598479,0.0001614485],"genre_scores_gemma":[0.9994932,0.000147624,0.000102145,0.00001224069,0.00001132001,0.000004871045,0.0001293805,6.093804e-7,0.00009853815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009798257,"threshold_uncertainty_score":0.003277779,"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."}}