{"id":"W2290643538","doi":"10.1016/j.ijsu.2016.02.097","title":"The role of biopsy for small renal masses","year":2016,"lang":"en","type":"review","venue":"International Journal of Surgery","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Pathological; Biopsy; Incidence (geometry); Natural history; Renal biopsy; Radiology; Intensive care medicine; Medical physics; Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008477191,0.0002272091,0.001272656,0.0004346182,0.00002893462,0.00003006615,0.0003453667,0.0001244919,0.00005189573],"category_scores_gemma":[0.0005738257,0.000105947,0.001917862,0.00007592673,0.00008287509,0.00005397784,0.00004725378,0.0001875447,0.00001183952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002761762,"about_ca_system_score_gemma":0.001012965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004418965,"about_ca_topic_score_gemma":6.124169e-7,"domain_scores_codex":[0.9976388,0.00007821558,0.001368954,0.0001330619,0.000609274,0.0001716448],"domain_scores_gemma":[0.9933313,0.003340631,0.001962537,0.0001927523,0.001067162,0.0001055815],"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":[0.0002788803,0.00007525911,0.0004560948,0.000717904,0.002174018,0.0002416595,0.000005847865,7.762717e-8,0.00005203157,0.0001857628,0.001136109,0.9946764],"study_design_scores_gemma":[0.0002757333,0.0000838588,0.0001108506,0.01851135,0.0006704474,0.003334051,0.000009112827,3.982363e-7,0.0003381182,0.000385266,0.9761919,0.00008888499],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003969829,0.9968432,0.0001027456,0.0003174331,0.001432732,0.0002403012,0.00007896031,0.000004193574,0.0005835119],"genre_scores_gemma":[0.000491864,0.9967122,0.0005151326,0.0000152902,0.001530418,0.00002326649,0.00002295063,0.00003788079,0.0006509962],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9945875,"threshold_uncertainty_score":0.4320393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008728652345414,"score_gpt":0.3509564116713831,"score_spread":0.2500835464368417,"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."}}