{"id":"W4413094415","doi":"10.1016/s0140-6736(25)01017-7","title":"Revisiting primary hyperparathyroidism guidelines","year":2025,"lang":"en","type":"letter","venue":"The Lancet","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Primary hyperparathyroidism; Medicine; Hyperparathyroidism; MEDLINE; Internal medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01439904,0.001254201,0.00244852,0.002208708,0.005746069,0.009806525,0.004385086,0.1190792,0.01647578],"category_scores_gemma":[0.07563728,0.001416651,0.002895761,0.002003573,0.007059255,0.005086987,0.003607152,0.07617015,0.01146158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01242927,"about_ca_system_score_gemma":0.01955239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02298747,"about_ca_topic_score_gemma":0.05204372,"domain_scores_codex":[0.9830695,0.004989794,0.002475173,0.001332075,0.005941972,0.002191438],"domain_scores_gemma":[0.9343622,0.03901003,0.00384821,0.001452643,0.0107908,0.01053603],"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":[0.00002363679,0.00001324513,0.00009377185,0.00008069335,0.00001331663,0.0002993818,0.00006222466,0.00002749627,0.00004561583,0.002825811,0.9923258,0.004189046],"study_design_scores_gemma":[0.0001610383,0.00002024361,0.0003907352,0.0008290833,0.00003785855,0.0003224667,0.0001388012,0.00008845318,0.00005348655,0.007083269,0.9908386,0.00003598963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004918592,0.002827198,0.00004383974,0.965468,0.02859851,0.000006809866,0.00003760416,0.00001246228,0.002956335],"genre_scores_gemma":[0.0007029252,0.001465195,0.0001072146,0.9453357,0.0486833,0.00002222149,0.00002241573,0.00001756061,0.003643408],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1190792,"threshold_uncertainty_score":0.09018105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0720132011439724,"score_gpt":0.3443243323679705,"score_spread":0.2723111312239981,"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."}}