{"id":"W2319748538","doi":"10.1097/sla.0b013e31824dad7d","title":"Surgery for Primary Hyperparathyroidism","year":2012,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Primary hyperparathyroidism; Parathyroidectomy; Asymptomatic; Hyperparathyroidism; Hypercalciuria; Logistic regression; Surgery; Internal medicine; Pediatrics; Parathyroid hormone; Urine; Calcium","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":[0.0005886754,0.0001593126,0.0006427801,0.0002103882,0.00004869007,0.000005216968,0.00003217434,0.00008790664,0.00001848419],"category_scores_gemma":[0.0002423111,0.0001344215,0.0005338927,0.0001815396,0.0000552956,0.0002014388,0.00001662121,0.0000515657,0.00005854131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009891555,"about_ca_system_score_gemma":0.0001455431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002073635,"about_ca_topic_score_gemma":3.168936e-7,"domain_scores_codex":[0.9987443,0.00002661817,0.0003895532,0.000157542,0.0002000231,0.000481926],"domain_scores_gemma":[0.9983069,0.0009229088,0.0001503036,0.0002627513,0.0001359868,0.0002211144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003537373,0.0009921322,0.5241528,0.00006650368,0.0001953396,0.000009121658,0.00006581502,2.298242e-7,0.001373704,0.00012037,0.465966,0.006704257],"study_design_scores_gemma":[0.0006336309,0.00007137551,0.8770558,0.00005000702,0.0001252647,0.00004594357,0.00006187364,0.000003712273,0.01997428,0.0002360592,0.1014867,0.0002552561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572045,0.03695551,0.00006096308,0.001064766,0.0003282898,0.0002491576,0.000042907,0.00003691824,0.004057016],"genre_scores_gemma":[0.9942266,0.002765632,0.0001693983,0.001711276,0.0002384289,0.00006531477,0.0001659317,0.00002868072,0.0006287323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3644792,"threshold_uncertainty_score":0.548155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2862840326638759,"score_gpt":0.3748969260217441,"score_spread":0.0886128933578682,"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."}}