{"id":"W4407249734","doi":"10.20517/cdr.2024.164","title":"Metabolic crossroads: unravelling immune cell dynamics in gastrointestinal cancer drug resistance","year":2025,"lang":"en","type":"review","venue":"Cancer Drug Resistance","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Immune system; Tumor microenvironment; Cancer cell; Biology; Cancer research; Cancer; Metabolic pathway; Immunology; Metabolism; Biochemistry","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006593272,0.001381406,0.002964882,0.0003957008,0.0002929537,0.0001696171,0.001565996,0.0004465057,0.00007518186],"category_scores_gemma":[0.000155247,0.001416763,0.001060365,0.001285265,0.0003746976,0.00002346562,0.000383744,0.001156374,0.00001359484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009381414,"about_ca_system_score_gemma":0.004080684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007029065,"about_ca_topic_score_gemma":0.04382911,"domain_scores_codex":[0.993802,0.0003904981,0.001724241,0.002116266,0.0005276217,0.00143944],"domain_scores_gemma":[0.9963072,0.000135511,0.001165904,0.001733285,0.000377422,0.0002806681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001915791,0.0008432196,0.0005024685,0.1798831,0.001362613,0.0001614165,0.0006407044,0.0006694554,0.002758242,0.002995089,0.1896274,0.6186404],"study_design_scores_gemma":[0.0009024756,0.000006082839,0.00003365946,0.03174829,0.0006015573,0.000006938337,0.00007360264,0.00001000527,0.000779966,0.00005773954,0.9645438,0.00123586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000188045,0.9892856,0.0003960992,0.0001836398,0.002795192,0.001354513,0.00137868,0.00005907213,0.004359136],"genre_scores_gemma":[0.00006032106,0.822417,0.001150978,0.0001413367,0.001990217,0.001394764,0.0004984974,0.0001887071,0.1721582],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7749164,"threshold_uncertainty_score":0.9998937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049331986257421,"score_gpt":0.2897326410551759,"score_spread":0.2792393211926016,"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."}}