{"id":"W4407984294","doi":"10.1111/cas.70018","title":"Impact of Tertiary Lymphoid Structure on Prognosis and Tumor Microenvironment in Undifferentiated Pleomorphic Sarcoma","year":2025,"lang":"en","type":"article","venue":"Cancer Science","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Japan Society for the Promotion of Science; Kobayashi Foundation for Cancer Research","keywords":"Immune system; Immunohistochemistry; Medicine; Tumor microenvironment; Sarcoma; Biomarker; Oncology; Immune checkpoint; Internal medicine; Cancer research; Pathology; Immunotherapy; Immunology; Biology","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":[0.0002966028,0.0001609781,0.0002021624,0.0004763129,0.0001417432,0.0002517349,0.00008409237,0.0001248519,0.0005901038],"category_scores_gemma":[0.0006375724,0.00008745278,0.0001524216,0.0002394082,0.0002475001,0.0002245516,0.0003013127,0.0001260379,0.0000998882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316922,"about_ca_system_score_gemma":0.0001078454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001632139,"about_ca_topic_score_gemma":0.000339158,"domain_scores_codex":[0.9998652,0.00003757261,0.000018437,0.00002146858,0.00002585815,0.00003141355],"domain_scores_gemma":[0.9995992,0.00009162274,0.0001582581,0.00003130325,0.00003211795,0.00008749693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001054828,0.00003627055,0.9723238,0.00003502913,0.00003097536,0.001176518,0.00009121547,0.0002267865,0.01305102,0.0000329077,0.00003871149,0.01190194],"study_design_scores_gemma":[0.00001190621,0.0004482314,0.994289,0.000008147381,0.00004137498,0.002589878,0.0001555412,0.0005339485,0.001684443,0.00006202668,0.0001706615,0.00000481649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994634,0.000299669,0.00007645878,0.000005267777,9.902307e-7,0.00000237831,0.00001375191,0.000001802473,0.000136425],"genre_scores_gemma":[0.999856,0.00005308492,0.00003154713,0.000002843352,0.000001977991,0.000001407863,0.00002166584,3.649135e-7,0.00003113054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005901038,"threshold_uncertainty_score":0.001974106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110597535597726,"score_gpt":0.2964181351338429,"score_spread":0.2853121597778656,"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."}}