{"id":"W4283361714","doi":"10.1136/archdischild-2021-323686","title":"Advanced chronic kidney disease among UK children","year":2022,"lang":"en","type":"article","venue":"Archives of Disease in Childhood","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"National Institute for Health and Care Research","keywords":"Medicine; Kidney disease; Renal function; Nephrology; Pediatrics; Renal replacement therapy; Population; Internal medicine; Intensive care medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006246718,0.0001818388,0.0003876137,0.001333218,0.0004318377,0.0007507542,0.0002246356,0.0003783083,0.002844653],"category_scores_gemma":[0.004036931,0.000282456,0.0003379097,0.002717741,0.0003745222,0.0005242464,0.0009041628,0.0006856089,0.0003156511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351315,"about_ca_system_score_gemma":0.00123051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1574212,"about_ca_topic_score_gemma":0.1516289,"domain_scores_codex":[0.9988955,0.0001923674,0.0001596072,0.0001601387,0.000349653,0.0002427083],"domain_scores_gemma":[0.9976606,0.0002496316,0.001276085,0.00006757754,0.0003009174,0.000445173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002482069,0.00001090821,0.9923289,0.00008447275,0.00001276276,0.0001862953,0.0004494944,0.00002252816,0.00007335572,0.00007339435,0.002744012,0.003988982],"study_design_scores_gemma":[0.000004707069,0.00001570043,0.9983594,0.00008319866,0.000004372513,0.0002516891,0.0002044478,0.00001468161,0.000009221016,0.00001075655,0.001039169,0.000002560854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800473,0.004371787,0.00008643558,0.00154131,0.00009507861,0.00007083359,0.009339256,0.00001425454,0.004433742],"genre_scores_gemma":[0.9925411,0.003375299,0.0001684119,0.0005051737,0.0000589783,0.00006841172,0.002691922,0.000004633329,0.0005860575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574212,"threshold_uncertainty_score":0.3130097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003705572444338441,"score_gpt":0.2246793593571727,"score_spread":0.2209737869128343,"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."}}