{"id":"W4321443380","doi":"10.15252/embr.202256524","title":"Pericyte stem cells induce Ly6G+ cell accumulation and immunotherapy resistance in pancreatic cancer","year":2023,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institut National Du Cancer; China Scholarship Council; Inserm Transfert; Fondation de France; Science and Technology Commission of Shanghai Municipality; Institut National de la Santé et de la Recherche Médicale; Sanofi; CNIB; Ligue Contre le Cancer","keywords":"Cancer research; Population; Biology; Stromal cell; CD44; Pancreatic cancer; Immunotherapy; Myeloid; Stem cell; KLF4; Cell; Immunology; Cell biology; Cancer; SOX2; Immune system; Medicine; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006810361,0.0001350099,0.000455163,0.0001910023,0.00007673833,0.00001856312,0.00004039164,0.00012755,0.0001528752],"category_scores_gemma":[0.000040189,0.000117212,0.00004019197,0.0004968274,0.0000714851,0.00007391332,0.00003445585,0.000207014,0.00002519102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592283,"about_ca_system_score_gemma":0.0003104673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403049,"about_ca_topic_score_gemma":0.0001735121,"domain_scores_codex":[0.9984958,0.00008332526,0.0004371545,0.0003471072,0.0003073481,0.0003293151],"domain_scores_gemma":[0.9991435,0.0001654466,0.0001555318,0.00035625,0.00007414501,0.0001051533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002097757,0.0000742186,0.9610855,0.0002258147,0.00004748224,0.001813691,0.001912477,0.00001770648,0.03009155,0.0000170374,0.002365812,0.002138955],"study_design_scores_gemma":[0.001075759,0.00009041218,0.9867188,0.0002301216,0.00005058284,0.00006312393,0.0003263796,0.0005922454,0.004746359,0.0002963967,0.005664058,0.0001458149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881563,0.002004856,0.00001271654,0.000616374,0.0001413546,0.0005813182,0.000002382568,0.00006927262,0.008415479],"genre_scores_gemma":[0.9751846,0.002152764,0.0002520437,0.0001379509,0.00007879095,0.0001374966,0.000009791898,0.00002671331,0.02201991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02563327,"threshold_uncertainty_score":0.4779767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05856250435267705,"score_gpt":0.3711001913182339,"score_spread":0.3125376869655568,"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."}}