{"id":"W3205789862","doi":"10.1002/cam4.4331","title":"Interleukin‐33 as an early predictor of cetuximab treatment efficacy in patients with colorectal cancer","year":2021,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"IL-33, ST2, and ILC Pathways","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Cetuximab; Medicine; Colorectal cancer; Peripheral blood mononuclear cell; CD8; Flow cytometry; Interleukin 12; IL-2 receptor; Internal medicine; Interleukin; Immune system; Cancer research; Oncology; Immunology; Cancer; T cell; Cytotoxic T cell; Cytokine; Biology; In vitro","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005896517,0.0002188032,0.0005302379,0.00009554308,0.00005169536,0.00000303438,0.0001327755,0.0001528091,0.001030379],"category_scores_gemma":[0.00005563865,0.0001489227,0.00003837684,0.0002495671,0.0003182575,0.00007812704,0.00003099826,0.0001829942,0.00002003013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002777214,"about_ca_system_score_gemma":0.0005056612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003762191,"about_ca_topic_score_gemma":0.00271618,"domain_scores_codex":[0.9987953,0.0001146284,0.0003157731,0.0003679781,0.00007629076,0.0003300444],"domain_scores_gemma":[0.9992987,0.00006040657,0.0001325956,0.0002445309,0.0002109467,0.0000528026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005215722,0.002610288,0.8346817,0.0001126365,0.000871675,0.00007644248,0.02080963,0.00001533709,0.1035048,0.0001921441,0.001711629,0.03019793],"study_design_scores_gemma":[0.02444837,0.007923886,0.8438404,0.0006370784,0.0001926746,0.000007726936,0.0005889956,0.000001623892,0.105653,0.00001506827,0.01646033,0.0002308653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993752,0.002506094,0.000003115261,0.0001329226,0.001043596,0.0003325875,0.00118042,0.00003019269,0.001019055],"genre_scores_gemma":[0.9978048,0.0004245389,0.000008236177,0.0001618856,0.0001324851,0.0001041363,0.0003823584,0.0000224716,0.0009590704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02996707,"threshold_uncertainty_score":0.9998828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090367829385499,"score_gpt":0.2580020021448146,"score_spread":0.2470983238509596,"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."}}