{"id":"W4312127344","doi":"10.3390/biomedicines10123215","title":"Inflammatory Cytokines and Radiotherapy in Pancreatic Ductal Adenocarcinoma","year":2022,"lang":"en","type":"review","venue":"Biomedicines","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Radioresistance; Pancreatic cancer; Oncology; Chemotherapy; Internal medicine; Adenocarcinoma; Disease; Cancer","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006984312,0.0004811492,0.00332681,0.001191195,0.00009554561,0.00001343831,0.0002048847,0.0003521808,0.001412851],"category_scores_gemma":[0.0002764306,0.0003372116,0.0002114458,0.0007842749,0.0005277187,0.00004589513,0.000130923,0.0006754162,0.00002047529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003816117,"about_ca_system_score_gemma":0.0009654114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001128567,"about_ca_topic_score_gemma":0.00001174958,"domain_scores_codex":[0.9972785,0.0003069262,0.000849441,0.0005833194,0.0004925241,0.0004892961],"domain_scores_gemma":[0.9982687,0.0007149809,0.0002252986,0.0004921666,0.0000320189,0.0002668084],"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":[0.0001902857,0.0002218361,0.27595,0.04717173,0.001100902,0.004197008,0.0005478156,1.213894e-8,0.0000142198,0.00009801288,0.004059594,0.6664485],"study_design_scores_gemma":[0.001644022,0.0006359775,0.0272281,0.006148613,0.0014306,0.002906593,0.0001315636,0.00001453828,7.71621e-8,0.00001901839,0.959569,0.0002718506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007802019,0.9891499,0.000002757834,0.0002790886,0.000261742,0.001601483,0.00002104117,0.00005825836,0.0008237259],"genre_scores_gemma":[0.00005198995,0.9962351,0.0002594558,0.0001355357,0.000861554,0.0004176713,0.0001766791,0.00008177102,0.0017803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9555095,"threshold_uncertainty_score":0.999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07038170434401961,"score_gpt":0.3815338631025376,"score_spread":0.311152158758518,"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."}}