{"id":"W4380625568","doi":"10.1093/ndt/gfad063c_4281","title":"#4281 TERTIARY HOSPITAL EXPERIENCE IN AN ESSENTIAL SUBSPECIALTY: ONCONEPHROLOGY","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Proteinuria; Kidney disease; Geriatric Depression Scale; Tertiary referral hospital; Kidney; Anxiety; Retrospective cohort study; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003073036,0.0001887523,0.0002618586,0.0004309564,0.00162652,0.0006433823,0.0003499363,0.0003749404,0.01177951],"category_scores_gemma":[0.00108038,0.0001915878,0.0001984608,0.0009586726,0.0004358164,0.0004137535,0.001199805,0.0005506917,0.0009905461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114973,"about_ca_system_score_gemma":0.001727175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006171187,"about_ca_topic_score_gemma":0.01677912,"domain_scores_codex":[0.9992546,0.00012946,0.00006743913,0.000114763,0.0001173255,0.0003163047],"domain_scores_gemma":[0.9971513,0.000224674,0.0008549212,0.00004865286,0.0001259267,0.001594543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004340696,0.0001569541,0.986943,0.00006353298,0.00001375549,0.00277203,0.000989586,0.0000413279,0.0007160174,0.00008392314,0.002355271,0.005821137],"study_design_scores_gemma":[0.00001311186,0.0003339528,0.980981,0.00007729906,0.00001085291,0.009727867,0.004386414,0.0001278359,0.0002188675,0.00006345272,0.004044862,0.00001443837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966046,0.000413836,0.00005781038,0.0004431962,0.00002530093,0.00001764459,0.0002138944,0.00001032319,0.002213473],"genre_scores_gemma":[0.9977953,0.0003102675,0.0001077385,0.0004633225,0.00006100831,0.000015142,0.0002143212,0.000005113987,0.001027718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01177951,"threshold_uncertainty_score":0.03940642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182510136119584,"score_gpt":0.2895622773570098,"score_spread":0.2713112637450514,"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."}}