{"id":"W2791195919","doi":"10.5489/cuaj.4960","title":"The true malignancy risk of Bosniak III cystic renal lesions: Active surveillance or surgical resection?","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Malignancy; Medicine; Radiology; Pathological; Magnetic resonance imaging; Lesion; Stage (stratigraphy); Histology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001375326,0.0001413029,0.0003120405,0.0008321183,0.000274898,0.0007289293,0.0003039962,0.0002715766,0.000861251],"category_scores_gemma":[0.004484317,0.0001177289,0.0001772467,0.0007301578,0.0005197706,0.0007101775,0.0002664215,0.0002564027,0.000125238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003225561,"about_ca_system_score_gemma":0.0003408822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108506,"about_ca_topic_score_gemma":0.001309312,"domain_scores_codex":[0.999378,0.0001492782,0.00009563342,0.0001423361,0.0001712051,0.00006351068],"domain_scores_gemma":[0.9967517,0.0008437542,0.001949736,0.00009102067,0.0002118176,0.0001519146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002905166,0.000004997502,0.9966908,0.00002394278,0.00001228561,0.0001329987,0.00003101509,0.00001328864,0.0001915131,0.00001874121,0.00002003715,0.002831272],"study_design_scores_gemma":[0.000002340084,0.00007004918,0.9951252,0.00004172911,0.00004312273,0.003512304,0.0002473737,0.000180756,0.0003194995,0.00005623819,0.0003964329,0.000004874025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953216,0.003547469,0.000243298,0.0001870836,0.000009791463,0.000004975643,0.00007783646,0.000003624652,0.0006043044],"genre_scores_gemma":[0.9992456,0.0004874171,0.0001277121,0.0000294368,0.00002980788,0.000001867335,0.00005204629,0.000001051831,0.00002511055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001375326,"threshold_uncertainty_score":0.007273555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718977207619728,"score_gpt":0.256371391320109,"score_spread":0.2391816192439117,"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."}}