{"id":"W4402971608","doi":"10.1038/s41598-024-72271-9","title":"The Hydronephrosis Severity Index guides paediatric antenatal hydronephrosis management based on artificial intelligence applied to ultrasound images alone","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; Hospital for Sick Children; University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Canadian Institutes of Health Research; Hospital for Sick Children","keywords":"Hydronephrosis; Ultrasound; Medicine; Index (typography); Amniotic fluid index; Obstetrics; Radiology; Computer science; Pregnancy; Internal medicine; Biology; Urinary system; Gestation; World Wide Web; Oligohydramnios","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008058305,0.0005309777,0.0004069667,0.001466325,0.0001428071,0.001065435,0.0003539368,0.0004130479,0.001298045],"category_scores_gemma":[0.006074141,0.0002002751,0.0003760629,0.000536854,0.0002834428,0.0004800089,0.0004099114,0.0005546847,0.0004763208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000500718,"about_ca_system_score_gemma":0.000757114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006700108,"about_ca_topic_score_gemma":0.009336685,"domain_scores_codex":[0.9995657,0.0001180558,0.00005135077,0.00009127101,0.0001429143,0.0000308034],"domain_scores_gemma":[0.9982625,0.0007925763,0.0004338727,0.00007302014,0.000329505,0.0001085291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000329972,0.0002727353,0.4795036,0.000208918,0.0002436874,0.0005099979,0.0001889784,0.1276611,0.0103135,0.001384779,0.006285778,0.3730969],"study_design_scores_gemma":[0.000025636,0.0002610486,0.1589934,0.0001046857,0.00006878683,0.0006955173,0.0001025418,0.8287021,0.006255049,0.002391962,0.002357078,0.00004220085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6853799,0.001884002,0.2920545,0.002169356,0.0001282059,0.0003746297,0.00252826,0.002729817,0.01275135],"genre_scores_gemma":[0.9493169,0.0004517531,0.04831034,0.0001530909,0.00003938696,0.00004910217,0.0007636712,0.00003217866,0.0008835623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006700108,"threshold_uncertainty_score":0.01332217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318984686778084,"score_gpt":0.2621684457974888,"score_spread":0.2489785989297079,"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."}}