{"id":"W4396990424","doi":"10.1681/asn.20223311s1637a","title":"Onconephrology, an Essential Subspecialty: Experience of a University Hospital Center","year":2022,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Center (category theory); Medicine; General surgery; Family medicine; Chemistry","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":[0.001030468,0.0003405621,0.0001919905,0.0005285761,0.00196674,0.001097957,0.0006595671,0.0005278247,0.006457228],"category_scores_gemma":[0.002217173,0.0002963722,0.0001537086,0.001092858,0.001123774,0.000960056,0.002936704,0.0007475526,0.0004945139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748597,"about_ca_system_score_gemma":0.003881019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007542667,"about_ca_topic_score_gemma":0.02322077,"domain_scores_codex":[0.9989987,0.000268392,0.00007096388,0.0001390829,0.0001661937,0.0003565915],"domain_scores_gemma":[0.9939473,0.0004079917,0.0006645796,0.00009790881,0.0002599505,0.004622299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001861169,0.0007585805,0.8913777,0.0003882006,0.00004769926,0.007682305,0.01035235,0.0002270411,0.001774649,0.0004530992,0.01528245,0.07146981],"study_design_scores_gemma":[0.00003053406,0.0008836207,0.9312652,0.0003581541,0.00002542361,0.01496616,0.02214881,0.0002542726,0.0006069189,0.0002437188,0.02915984,0.00005726643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869386,0.004699936,0.0002255577,0.003602796,0.0001332728,0.00003729321,0.0001864102,0.00002739665,0.004148627],"genre_scores_gemma":[0.9930986,0.00352266,0.000453895,0.001120918,0.0002111975,0.00001761884,0.0001576751,0.00001434508,0.001403106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007542667,"threshold_uncertainty_score":0.02160162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009267931388618846,"score_gpt":0.3141386174760191,"score_spread":0.3048706860874002,"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."}}