{"id":"W3036886452","doi":"10.1177/000313481307900419","title":"Article Commentary: Nonclassical Symptoms of Primary Hyperparathyroidism and Their Response to Parathyroidectomy","year":2013,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Primary hyperparathyroidism; Parathyroidectomy; Asymptomatic; Medicine; Disease; Hyperparathyroidism; Pediatrics; Intensive care medicine; Surgery; Internal medicine; Parathyroid hormone","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":[0.0002682137,0.0002153669,0.0005696064,0.00009688686,0.00009570285,0.0000215294,0.000114608,0.0000256245,0.00001647455],"category_scores_gemma":[0.00006018653,0.0001258886,0.0001028978,0.0004251206,0.0004379835,0.00007729109,0.0001043537,0.0001243573,0.0001338222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006017559,"about_ca_system_score_gemma":0.00005707392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330241,"about_ca_topic_score_gemma":0.00001114585,"domain_scores_codex":[0.9986938,0.0002197852,0.0002788961,0.00026956,0.0001948055,0.0003431871],"domain_scores_gemma":[0.9985145,0.0005133349,0.0001326852,0.0005105357,0.00006054324,0.0002683465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006907588,0.00122182,0.2160928,0.000007484664,0.0004156451,0.0000333768,0.002676578,0.000007414304,0.609312,0.00005791854,0.1127892,0.05047817],"study_design_scores_gemma":[0.002434751,0.002183624,0.9683226,0.00001263682,0.00008331359,0.00006358106,0.001231531,0.0001740063,0.01460168,0.0001379435,0.01054795,0.0002064299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844022,0.001150936,0.00005225735,0.01299715,0.00002650833,0.0006545793,0.00001563149,0.0000406019,0.0006601468],"genre_scores_gemma":[0.9921725,0.0001023541,0.000179207,0.007189667,0.000030471,0.0001012314,0.00001000528,0.00002465712,0.0001899331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7522297,"threshold_uncertainty_score":0.513359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009324589313255974,"score_gpt":0.2480236087270257,"score_spread":0.2386990194137697,"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."}}