{"id":"W3210275619","doi":"10.23736/s2724-6051.21.04583-3","title":"Impact of frailty on perioperative and oncologic outcomes in patients undergoing surgery or ablation for renal cancer: a systematic review","year":2021,"lang":"en","type":"review","venue":"Minerva Urology and Nephrology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sarcopenia; Perioperative; Cochrane Library; Renal cell carcinoma; MEDLINE; Geriatric oncology; Systematic review; Internal medicine; Cancer; Surgery; Meta-analysis","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":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","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"],"consensus_categories":[],"category_scores_codex":[0.0005259208,0.0004806284,0.006305877,0.0003292633,0.00005104051,0.000005979661,0.00008017327,0.0006778564,0.00008656357],"category_scores_gemma":[0.004385998,0.0002850539,0.0004530781,0.0002440479,0.000195997,0.00004854231,0.00006813401,0.0003848194,0.00000173222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719897,"about_ca_system_score_gemma":0.001101339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005940874,"about_ca_topic_score_gemma":0.0009233335,"domain_scores_codex":[0.9967993,0.0008673629,0.001284393,0.0005721373,0.0001165524,0.0003601924],"domain_scores_gemma":[0.9910576,0.007613875,0.0007512865,0.0003197517,0.0001647939,0.00009268866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006735826,0.000456492,0.01673945,0.930503,0.002030572,0.0001289471,0.0001533074,0.000004184839,0.000001077235,0.00003076567,0.001306997,0.04797164],"study_design_scores_gemma":[0.008568813,0.0206566,0.05234864,0.8684342,0.01853237,0.001038904,0.00002501457,0.0001059013,4.599546e-7,0.00002632994,0.02918422,0.001078552],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01719445,0.9782365,0.000006161942,0.0005881059,0.0001218748,0.003706902,0.0001143388,0.00001298664,0.00001867348],"genre_scores_gemma":[0.001378552,0.9951473,0.00005093752,0.001830486,0.00004373371,0.0009721904,0.0002882287,0.00003399648,0.000254542],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06206879,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0788339155439131,"score_gpt":0.3943488268384154,"score_spread":0.3155149112945023,"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."}}