{"id":"W4214672886","doi":"10.1148/rg.210138","title":"Renal Neoplasms in Young Adults","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Nephrectomy; Renal cell carcinoma; Young adult; Malignancy; Watchful waiting; Disease; Biopsy; Epidemiology; Pediatrics; Kidney; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002007513,0.0001315947,0.0002236937,0.0005572654,0.0001012896,0.00000810935,0.00009265254,0.00004136326,0.0001767874],"category_scores_gemma":[0.00001566709,0.0001254233,0.0001751872,0.00115668,0.00004575752,0.00003209037,0.00005928758,0.0003831847,0.000007593203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721394,"about_ca_system_score_gemma":0.00006685923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004111553,"about_ca_topic_score_gemma":0.000242365,"domain_scores_codex":[0.9987347,0.00007016466,0.0002185708,0.0002719605,0.0004364037,0.0002681822],"domain_scores_gemma":[0.9994516,0.00004260307,0.00004917747,0.0003124887,0.00002503834,0.0001190444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007767364,0.0004186101,0.9911907,0.0000426518,0.00008653261,0.001535271,0.0008737369,0.0001484434,0.0008731661,0.0005571429,0.001493979,0.00200304],"study_design_scores_gemma":[0.00565531,0.001601152,0.9786673,0.00006597937,0.0001231627,0.001904588,0.0005807473,0.001170535,0.0008884154,0.0002314211,0.008848123,0.0002633127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910193,0.00115305,0.00001191684,0.000425148,0.0002071957,0.0003748038,0.00001261825,0.00005761121,0.006738376],"genre_scores_gemma":[0.9985796,0.0001499831,0.0004450431,0.0001735738,0.00006569544,0.0001211181,0.00007089075,0.00002444729,0.0003696436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01252344,"threshold_uncertainty_score":0.5114614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244596045444177,"score_gpt":0.2338095117303902,"score_spread":0.2213635512759485,"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."}}