{"id":"W4411387631","doi":"10.1016/j.amjsurg.2025.116489","title":"Postsurgical Hypoparathyroidism: Standardization of definition and terminology is needed","year":2025,"lang":"en","type":"editorial","venue":"The American Journal of Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Standardization; Terminology; Hypoparathyroidism; Medicine; Computer science; Philosophy; Linguistics; Surgery","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":[0.001697228,0.0003413878,0.00228301,0.0007442583,0.00008717499,0.00003049227,0.0001708574,0.0002846173,0.00001804106],"category_scores_gemma":[0.001706025,0.0002322628,0.0006130482,0.0005934608,0.0008046959,0.00009499254,0.00006863069,0.001053914,0.000003382906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008461041,"about_ca_system_score_gemma":0.001760083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005944663,"about_ca_topic_score_gemma":6.791583e-7,"domain_scores_codex":[0.9966947,0.0004459882,0.001402499,0.0002460633,0.0008921323,0.0003186598],"domain_scores_gemma":[0.9897536,0.006182385,0.002552829,0.0003860765,0.0009558488,0.0001692338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003752569,0.00009862531,0.001318791,0.0000691828,0.0004029547,0.0001954958,0.0002575887,0.000002378538,0.001083899,0.00002051373,0.9892808,0.003517258],"study_design_scores_gemma":[0.003031871,0.002215117,0.01215495,0.001813481,0.002842613,0.002565693,0.002517286,0.00001493985,0.003043864,0.0009041207,0.9679896,0.0009065174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.703286,0.01657844,0.0003939197,0.002944804,0.2754787,0.0002137555,0.0003936081,0.00002674541,0.0006840492],"genre_scores_gemma":[0.5749584,0.04753989,0.000468927,0.00155171,0.3744012,0.00001114934,0.0002686862,0.0001149202,0.0006851887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1283276,"threshold_uncertainty_score":0.9471402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384516358514267,"score_gpt":0.2896642821433832,"score_spread":0.2658191185582406,"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."}}