{"id":"W4382632595","doi":"10.1097/sla.0000000000005980","title":"Recurrence After Surgery for Primary Hyperparathyroidism in 517 Patients With Multiple Endocrine Neoplasia Type 1","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Primary hyperparathyroidism; Multiple endocrine neoplasia; Hyperparathyroidism; Endocrine system; MEN1; Parathyroid neoplasm; General surgery; Endocrine surgery; Parathyroidectomy; Surgery; Parathyroid hormone; Internal medicine; Parathyroid adenoma; Thyroid; Hormone; Calcium; Genetics","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":[0.0004223305,0.0002063392,0.000429963,0.0006995322,0.0003663852,0.0003894733,0.0003040316,0.0004684607,0.001455133],"category_scores_gemma":[0.002002665,0.0003468567,0.0006336298,0.0006947807,0.0003100073,0.0003308276,0.0003290777,0.0004154227,0.0002054184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955484,"about_ca_system_score_gemma":0.0002751306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005090459,"about_ca_topic_score_gemma":0.005723618,"domain_scores_codex":[0.9995283,0.00009725628,0.00005878585,0.00009791098,0.0001147502,0.0001030505],"domain_scores_gemma":[0.9986528,0.000368019,0.0006857904,0.00007152815,0.00006555697,0.0001561222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007592294,0.00001206843,0.9985672,0.000007292165,0.00002405321,0.0003189082,0.00004586293,0.00002134187,0.00008395108,0.000003364855,0.00004897916,0.0007910759],"study_design_scores_gemma":[0.0000163548,0.0001777863,0.9967965,0.00001006438,0.00003930369,0.002420943,0.0001661284,0.0001633291,0.00007611817,0.000008172813,0.0001200251,0.000005294685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992817,0.0004198184,0.00003228528,0.00002689776,0.000004806891,0.00000521227,0.0001240177,0.000002721945,0.0001025929],"genre_scores_gemma":[0.9995295,0.0001591693,0.0000300069,0.00001423267,0.00001143758,0.0000053,0.000187051,0.00000104512,0.00006215554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005090459,"threshold_uncertainty_score":0.01012164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194133711916897,"score_gpt":0.3263158618724857,"score_spread":0.2069024906807961,"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."}}