{"id":"W4236766918","doi":"10.1016/j.ecl.2018.07.006","title":"Medical Hypoparathyroidism","year":2018,"lang":"en","type":"review","venue":"Endocrinology and Metabolism Clinics of North America","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Hypoparathyroidism; Hyperphosphatemia; Medicine; Pseudohypoparathyroidism; Parathyroid hormone; Hypomagnesemia; Endocrinology; Internal medicine; Calcium; Magnesium","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003458324,0.0007128129,0.005524562,0.0004779178,0.000108723,0.000009038425,0.0004012747,0.0006249943,0.0001473783],"category_scores_gemma":[0.001318933,0.0005443966,0.001104214,0.0005403621,0.00164229,0.00006171066,0.0003213339,0.001455444,0.0003982066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001294863,"about_ca_system_score_gemma":0.001238072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001495505,"about_ca_topic_score_gemma":0.000007633537,"domain_scores_codex":[0.9954614,0.0004305465,0.00190616,0.000897249,0.0005041171,0.0008005156],"domain_scores_gemma":[0.9960116,0.00118063,0.001044052,0.000931148,0.0001761833,0.0006564579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007684215,0.000248635,0.000325118,0.001326417,0.0007098228,0.0003569163,0.00004864711,2.631482e-8,1.01826e-7,0.0002087212,0.01731559,0.9793832],"study_design_scores_gemma":[0.0007977918,0.0002750347,0.0009631861,0.0006090279,0.002498284,0.001251926,0.00001167953,0.000001950924,7.006414e-7,0.0000298169,0.9931488,0.0004118138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001406864,0.9947078,0.00003154969,0.0001169935,0.001415354,0.0005633049,0.0001461522,0.00008978848,0.00152217],"genre_scores_gemma":[0.0001051927,0.995689,0.0006067526,0.0007613089,0.001452391,0.00007716103,0.0003253543,0.00008233899,0.0009005112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9789714,"threshold_uncertainty_score":0.9997008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04421297535402767,"score_gpt":0.3605126741414813,"score_spread":0.3162996987874536,"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."}}