{"id":"W2741346996","doi":"10.3233/kca-170010","title":"Transforming the Perioperative Treatment Paradigm in Non-Metastatic RCC—A Possible Path Forward","year":2017,"lang":"en","type":"review","venue":"Kidney Cancer","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto; McMaster University","funders":"ECOG-ACRIN Cancer Research Group; European Association of Urology; American College of Radiology Imaging Network; Bristol-Myers Squibb","keywords":"Medicine; Nivolumab; Renal cell carcinoma; Perioperative; Nephrectomy; Oncology; Adjuvant therapy; Internal medicine; Clinical trial; Surgery; Immunotherapy; Chemotherapy; Kidney; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008859385,0.0004703305,0.0007734992,0.0004985131,0.000667365,0.00333323,0.001215142,0.002212318,0.004167938],"category_scores_gemma":[0.006661131,0.0001907009,0.001196709,0.000542185,0.001974393,0.004894771,0.001861083,0.007790636,0.001214122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001347017,"about_ca_system_score_gemma":0.006016739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122112,"about_ca_topic_score_gemma":0.004066983,"domain_scores_codex":[0.9982415,0.0009265905,0.0001189056,0.0001905516,0.0002630688,0.0002593014],"domain_scores_gemma":[0.9934551,0.002677702,0.0006307588,0.000398923,0.001179937,0.00165752],"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":[0.001681979,0.002006661,0.003331697,0.002812476,0.0001790328,0.0003379402,0.0005124075,0.001197874,0.004356458,0.03917209,0.0686126,0.8757986],"study_design_scores_gemma":[0.002114935,0.009359027,0.009533665,0.00635505,0.0004302176,0.001590722,0.001955702,0.00201423,0.005274979,0.06966347,0.8914828,0.0002252125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02346526,0.3603956,0.01735955,0.5653896,0.01775401,0.0003658956,0.0002303128,0.0003484458,0.01469145],"genre_scores_gemma":[0.1941892,0.4736914,0.05848129,0.2333165,0.03070982,0.0008181901,0.0006234681,0.0002396608,0.007930455],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008859385,"threshold_uncertainty_score":0.04685342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07852159444762236,"score_gpt":0.3996867316737452,"score_spread":0.3211651372261229,"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."}}