{"id":"W4382811290","doi":"10.14740/jem847","title":"Assessment and Therapy of Five Hundred Five Patients With Primary Hyperparathyroidism","year":2023,"lang":"en","type":"article","venue":"Journal of Endocrinology and Metabolism","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Primary hyperparathyroidism; Hypercalciuria; Parathyroid hormone; Hypophosphatemia; Parathyroidectomy; Internal medicine; Urology; Gastroenterology; Hyperparathyroidism; Adenoma; Multiple endocrine neoplasia; Endocrinology; Urinary system; Calcium","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003723884,0.0002676734,0.0003167155,0.0007327432,0.0006126147,0.0005697442,0.0002316413,0.0003773322,0.001616982],"category_scores_gemma":[0.002011777,0.000306937,0.0003365244,0.0005769908,0.0002446322,0.0002677474,0.0003528632,0.0003623919,0.000371323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006304763,"about_ca_system_score_gemma":0.0004476426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003526611,"about_ca_topic_score_gemma":0.004606259,"domain_scores_codex":[0.9994703,0.0001003056,0.00008631828,0.00009046698,0.0001681286,0.00008457723],"domain_scores_gemma":[0.9992914,0.0001628516,0.0002409538,0.00003384983,0.0001019876,0.0001688901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008243188,0.00003969079,0.9962376,0.00001594625,0.00001459073,0.0003588348,0.0001566261,0.00002804523,0.0001732147,0.00001129802,0.0001156954,0.002765969],"study_design_scores_gemma":[0.00002476799,0.0003322531,0.9949741,0.00001402025,0.00002669443,0.003256999,0.0003326764,0.0001846592,0.0001323927,0.00002337783,0.0006913028,0.000006698448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987724,0.0004614263,0.00006794401,0.0000428243,0.000006512843,0.00001383991,0.0001395004,0.000004555664,0.0004908706],"genre_scores_gemma":[0.9993728,0.0001341864,0.0001306373,0.00003656506,0.000006951968,0.000009218033,0.0001835344,6.356258e-7,0.0001255577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003526611,"threshold_uncertainty_score":0.007012129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507109834330628,"score_gpt":0.2912964761384291,"score_spread":0.2762253777951228,"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."}}