{"id":"W3199781915","doi":"10.1016/j.jpurol.2021.09.011","title":"Genetics: The diagnostic frontier in pediatric urology","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Sexual Differentiation and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"Novo Nordisk Fonden","keywords":"Medicine; Frontier; Pediatric urology; Etiology; Bioinformatics; Computational biology; Data science; Pathology; Pediatrics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000294787,0.000141073,0.0002130147,0.0001692173,0.00004557195,0.00001699107,0.0002865779,0.0002352887,0.0001263286],"category_scores_gemma":[0.001145617,0.00010996,0.0001306757,0.0002442063,0.00004893598,0.000004876004,0.0001095617,0.0002930605,0.00001925674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009839408,"about_ca_system_score_gemma":0.0002815373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002856724,"about_ca_topic_score_gemma":0.00006049281,"domain_scores_codex":[0.9985082,0.0003174436,0.0005053189,0.0002185343,0.000160573,0.0002899666],"domain_scores_gemma":[0.9989551,0.0002292078,0.0003044848,0.0002384183,0.0001854688,0.0000872902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000254484,0.0007163716,0.9440106,0.00001525538,0.0001988212,0.0002483154,0.0002270117,0.001032967,0.002427505,0.000126586,0.04844337,0.002298687],"study_design_scores_gemma":[0.004977032,0.001618311,0.9172535,3.87483e-7,0.0009596191,0.0005545405,0.0002824372,0.0001461186,0.0008098144,0.001669732,0.07130682,0.0004216977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554175,0.03958625,0.001794997,0.001493124,0.001267489,0.00007225027,0.000004236689,0.000003029329,0.0003611516],"genre_scores_gemma":[0.9835991,0.01181884,0.0001258797,0.002035822,0.00226993,0.000005143067,0.00002406937,0.00001736677,0.0001037976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02818169,"threshold_uncertainty_score":0.448404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00871752599243952,"score_gpt":0.2420795776000661,"score_spread":0.2333620516076265,"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."}}