{"id":"W4407578969","doi":"10.1158/2326-6066.cir-24-0151","title":"CD103+CD56+ ILCs Are Associated with an Altered CD8+ T-cell Profile within the Tumor Microenvironment","year":2025,"lang":"en","type":"article","venue":"Cancer Immunology Research","topic":"IL-33, ST2, and ILC Pathways","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Artificial Intelligence in Medicine (Canada); Vector Institute; University of Toronto; University Health Network; Structural Genomics Consortium; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; Princess Margaret Cancer Centre","funders":"Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; National Institutes of Health; Canadian Cancer Society; Princess Margaret Cancer Foundation","keywords":"Tumor microenvironment; CD8; Cytotoxic T cell; Immunotherapy; Biology; Cancer research; Immunology; Antigen; Immune system; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005913958,0.0001480546,0.0001816892,0.0002498426,0.0001599572,0.0004374372,0.00005864141,0.0001705375,0.001530037],"category_scores_gemma":[0.0001064437,0.00007511593,0.00009229889,0.0002076852,0.0001649644,0.0001499763,0.0001598665,0.0003579751,0.0002881566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637525,"about_ca_system_score_gemma":0.0001184645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002938439,"about_ca_topic_score_gemma":0.0006928199,"domain_scores_codex":[0.9998657,0.00001194698,0.00001247601,0.00004050697,0.00002688982,0.00004241011],"domain_scores_gemma":[0.9999099,0.00001073423,0.00003661634,0.00001117681,0.000009099858,0.00002250444],"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":[0.0001058483,0.00001245884,0.003091257,0.00002141948,0.00000369954,0.00008537962,0.00002788367,0.00003630984,0.9941685,0.00005505178,0.00003116331,0.002361041],"study_design_scores_gemma":[0.00003630324,0.0002684488,0.2209146,0.00002844579,0.00007267371,0.002701822,0.0005875147,0.002027297,0.7671141,0.0002934597,0.005939035,0.00001631978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961113,0.0006058218,0.001859679,0.00005410435,0.000009363913,0.00001833769,0.0002876894,0.00004760746,0.001006065],"genre_scores_gemma":[0.9976168,0.0001949174,0.0008931212,0.00003438883,0.000007478478,0.00001912863,0.0002607632,0.00001255156,0.000960821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001530037,"threshold_uncertainty_score":0.005118549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959988273125058,"score_gpt":0.3094242174564884,"score_spread":0.2698243347252378,"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."}}