{"id":"W7109217951","doi":"10.5281/zenodo.17826288","title":"Adrenal Disorders and Pubertal Development in Children: Hormonal Pathways, Timing Disruptions and Clinical Outcome","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sexual Differentiation and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adrenal disorder; Adrenal crisis; Adrenal insufficiency; Congenital adrenal hyperplasia; Precocious puberty; Hypogonadotropic hypogonadism; Glucocorticoid","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002310005,0.00008467832,0.00008123391,0.0001016191,0.000484647,0.000148747,0.0001570881,0.00006327682,0.0002133154],"category_scores_gemma":[0.000258625,0.00008796627,0.00002163986,0.0001204894,0.0001095607,0.00001001559,0.0004984211,0.0001071204,0.00004465688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001427906,"about_ca_system_score_gemma":0.000005519561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006320086,"about_ca_topic_score_gemma":0.000006955257,"domain_scores_codex":[0.9991558,0.0001022168,0.0002180169,0.0002850194,0.00008292238,0.0001559783],"domain_scores_gemma":[0.999711,0.000007752258,0.00003484446,0.0001200208,0.00005161367,0.00007475894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002443514,0.0007925334,0.1701437,0.00007347246,0.0002673302,0.000002109155,0.0007746121,0.00002461069,0.007736536,0.006302712,0.01445507,0.799183],"study_design_scores_gemma":[0.00112492,0.0001190902,0.8233275,0.0000107107,0.00001085926,0.00001275244,0.0002406225,0.0001387749,0.0001580539,0.00009144493,0.1746087,0.0001564945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915251,0.0002128144,0.002011816,0.0002278131,0.00003463259,0.0001955812,0.00002871545,0.00004293194,0.005720621],"genre_scores_gemma":[0.9976173,0.0001591118,0.00015433,0.0001543138,0.0000205458,7.402424e-8,0.00154303,0.0001060357,0.0002452292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7990265,"threshold_uncertainty_score":0.3727562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336596693533314,"score_gpt":0.2947107104303389,"score_spread":0.2613447434950057,"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."}}