{"id":"W4309788008","doi":"10.3390/curroncol29110702","title":"Nomogram Based on Monocyte-to-Lymphocyte Ratio to Predict Survival of Unresectable Esophageal Squamous Cell Carcinoma Who Receive First-Line PD-1/PD-L1 Inhibitors Combined with Chemotherapy","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; Zhejiang University","keywords":"Medicine; Nomogram; Esophageal squamous cell carcinoma; Chemotherapy; Oncology; Monocyte; Basal cell; Internal medicine; Lymphocyte; PD-L1; Cancer research; Carcinoma; Immunotherapy; Immunology; Immune system","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":[0.002874435,0.0008405137,0.0009259833,0.002906351,0.000466413,0.001275968,0.0004665233,0.0005353898,0.001124472],"category_scores_gemma":[0.006442753,0.0001672547,0.001131667,0.0009382452,0.0003404269,0.0007191673,0.0006027592,0.0007489031,0.0004629582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005019519,"about_ca_system_score_gemma":0.0005282696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009968204,"about_ca_topic_score_gemma":0.001518713,"domain_scores_codex":[0.999243,0.0002863366,0.0001034207,0.0001199158,0.0001524839,0.00009488343],"domain_scores_gemma":[0.9960788,0.001573131,0.0008990607,0.0001804744,0.0007400665,0.0005283234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006658355,0.00004897183,0.9819634,0.0000389873,0.0001432632,0.00009368493,0.0000466628,0.002480272,0.0003458167,0.00005969777,0.001083773,0.01302967],"study_design_scores_gemma":[0.0001254917,0.001221672,0.8820937,0.0001281494,0.0009829148,0.001517727,0.0005369802,0.1055672,0.001798276,0.0007030333,0.005233162,0.00009167144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847141,0.003341329,0.007286686,0.0003573583,0.0001557893,0.0001225229,0.00143573,0.0002011924,0.00238528],"genre_scores_gemma":[0.9961323,0.0003435949,0.002196839,0.00004201741,0.00005206406,0.00005884319,0.0009825148,0.00001006173,0.0001818308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002906351,"threshold_uncertainty_score":0.01520163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03081225473545848,"score_gpt":0.3078804887406041,"score_spread":0.2770682340051456,"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."}}