{"id":"W2206515395","doi":"10.14740/gr681w","title":"Preoperative Chemoradiation in Locally Advanced Rectal Cancer: Efficacy and Safety","year":2015,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colorectal cancer; Cancer; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006589789,0.000118576,0.0003145958,0.0001965918,0.00004790221,0.00001154788,0.00007298712,0.00008400597,0.00006177598],"category_scores_gemma":[0.0003380945,0.0001014037,0.00002395097,0.0002899054,0.0002486805,0.00008748229,0.0001233283,0.0004617256,0.00002093498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006152331,"about_ca_system_score_gemma":0.0002376079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002148773,"about_ca_topic_score_gemma":0.0008215579,"domain_scores_codex":[0.9982054,0.0003355068,0.0002116572,0.000383036,0.0003510152,0.0005134367],"domain_scores_gemma":[0.9991381,0.0001237379,0.00002827935,0.0001643641,0.0002444631,0.0003010207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02628503,0.0002665276,0.9574682,0.00001874679,0.0000495414,0.000147251,0.0006349804,0.00008114632,0.0005148147,0.00001222651,0.0002310406,0.01429057],"study_design_scores_gemma":[0.01621097,0.003985801,0.9779847,0.00008309031,0.00001223942,0.00009052204,0.0001675086,0.0005230452,0.0004508479,0.00003927124,0.0004014295,0.00005056183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939581,0.0004910219,0.00001652289,0.002965095,0.00008298561,0.0008622637,0.000008771429,0.00002438229,0.001590856],"genre_scores_gemma":[0.9986448,0.0002703419,0.000274045,0.0001710686,0.00006792085,0.0002334176,0.00001982939,0.00001449725,0.0003040579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02051659,"threshold_uncertainty_score":0.4135121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07757064598580359,"score_gpt":0.4073334340272697,"score_spread":0.3297627880414661,"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."}}