{"id":"W2012735611","doi":"10.1016/j.orhc.2013.10.004","title":"Intraoperative risk management of hyperparathyroidism: Modeling and testing the parathyroid hormone’s evolution as a mean reverting stochastic processes","year":2013,"lang":"en","type":"article","venue":"Operations Research for Health Care","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Vancouver General Hospital; York University; University of British Columbia","funders":"","keywords":"Parathyroid hormone; Medicine; Confusion; Primary hyperparathyroidism; Hyperparathyroidism; Surgery; Internal medicine; Psychology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006380755,0.0001670612,0.0002743643,0.0001589841,0.001618388,0.00009991724,0.0001068724,0.0000544346,0.000002304784],"category_scores_gemma":[0.0007364218,0.0001144353,0.0000399315,0.0006391928,0.0001275853,0.0002316261,0.00007728115,0.0002856429,0.00001967731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002748624,"about_ca_system_score_gemma":0.0008500825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597122,"about_ca_topic_score_gemma":0.0004607455,"domain_scores_codex":[0.9980509,0.0001855659,0.0004326352,0.0003836731,0.0004527627,0.0004944546],"domain_scores_gemma":[0.997411,0.000219537,0.00005694692,0.0003008046,0.001811619,0.0002001269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002986591,0.004169079,0.005069933,0.006533555,0.002923239,0.00004155207,0.2511693,0.556606,0.0257604,0.03131603,0.034263,0.07916126],"study_design_scores_gemma":[0.008652784,0.007005211,0.01126685,0.0006180907,0.0002822868,0.00007630503,0.1884356,0.7807533,0.0003421452,0.001932309,0.000135357,0.0004997833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9210585,0.05402124,0.01694741,0.001619294,0.00001596831,0.005491049,0.00006629442,0.00003073957,0.0007494927],"genre_scores_gemma":[0.9889911,0.001302603,0.007437351,0.0000845344,0.00004653357,0.001924972,0.000058581,0.00002521309,0.0001291298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2241473,"threshold_uncertainty_score":0.9996814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08112575593524878,"score_gpt":0.4131110205959838,"score_spread":0.331985264660735,"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."}}