{"id":"W4297785758","doi":"10.23736/s2724-6051.22.04881-9","title":"Management of renal cell carcinoma in transplant kidney: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Minerva Urology and Nephrology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Renal cell carcinoma; Medicine; Urology; Systematic review; Oncology; Internal medicine; MEDLINE; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008195288,0.0006212982,0.01135476,0.0007764367,0.00004353,0.000003359018,0.0001941377,0.0003621319,0.0009424132],"category_scores_gemma":[0.00001534827,0.0004103186,0.001583303,0.0007254936,0.0001942775,0.00002011955,0.0001617643,0.0005125267,0.000005556529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005469603,"about_ca_system_score_gemma":0.00009218654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006006994,"about_ca_topic_score_gemma":0.00002397577,"domain_scores_codex":[0.9957547,0.00130999,0.001501493,0.0008367023,0.0002008309,0.0003963069],"domain_scores_gemma":[0.9980184,0.0003690551,0.0006420826,0.0007446262,0.00002310562,0.0002027444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007453753,0.0001890974,0.00003230791,0.8842978,0.1113546,0.003245504,0.000053447,7.481001e-7,8.138916e-7,0.00006766748,0.0001099165,0.0005736146],"study_design_scores_gemma":[0.0006025954,0.0008135528,0.00006597403,0.002157356,0.9213521,0.001895607,0.000006594728,0.000006403906,5.156798e-7,0.000007439698,0.07287281,0.0002189852],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002735991,0.9950962,0.000004748889,0.0005972631,0.00001626831,0.003177951,0.0001298939,0.00001137832,0.0006926797],"genre_scores_gemma":[0.00182783,0.9930099,0.00007854799,0.002328676,0.000007311948,0.001621153,0.0003550303,0.00003581897,0.0007357115],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8821405,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0615519053923469,"score_gpt":0.2938507372492302,"score_spread":0.2322988318568833,"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."}}