{"id":"W4416630659","doi":"10.1016/j.jlb.2025.100356","title":"Assessment of PD-L1 Expression on Circulating Tumor Cells and Clusters in Gastric Cancer Patients","year":2025,"lang":"en","type":"article","venue":"The Journal of Liquid Biopsy","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Cancer; Circulating tumor cell; Expression (computer science); Tumor cells; Circulating tumor DNA; Cancer cell","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":[0.0004917962,0.00008197505,0.0002194825,0.0001879142,0.00003250089,0.000005287861,0.00007952184,0.00002990614,0.00002530457],"category_scores_gemma":[0.00001879031,0.00004714363,0.00005999834,0.0002250319,0.00005152656,0.000038156,0.00002722589,0.0001772533,9.887398e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395771,"about_ca_system_score_gemma":0.00013381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005881407,"about_ca_topic_score_gemma":0.000003321384,"domain_scores_codex":[0.9990962,0.00008395281,0.0004213349,0.00006469588,0.0002269541,0.0001069078],"domain_scores_gemma":[0.9993415,0.00009181642,0.0003515303,0.0001007043,0.00008258507,0.00003180657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006657654,0.000232193,0.05272472,0.0001201752,0.00008243242,0.00001134852,0.0003644985,0.000106986,0.9368606,0.000002652764,0.0002753644,0.002561375],"study_design_scores_gemma":[0.006015057,0.002279921,0.8596379,0.004005508,0.0001261104,0.00005377059,0.0006250123,0.0002345562,0.1267223,0.000008384774,0.0002033473,0.00008820363],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998114,0.0005743137,0.00004551626,0.0004835795,0.0002648071,0.0001581657,0.000004801379,0.000001928534,0.0003529205],"genre_scores_gemma":[0.9989327,0.0003425078,0.0002201496,0.0004122685,0.00004247059,0.000001633044,5.930785e-7,0.000005542038,0.00004209057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8101383,"threshold_uncertainty_score":0.1922462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212217455101245,"score_gpt":0.3046841229067879,"score_spread":0.2925619483557755,"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."}}