{"id":"W2057556575","doi":"10.1245/s10434-011-1627-1","title":"Detection and Management of Hypothyroidism Following Thyroid Lobectomy: Evaluation of a Clinical Algorithm","year":2011,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; St. Paul's Hospital; Kelowna General Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Surgical oncology; Medicine; Thyroid; Thyroidectomy; General surgery; Algorithm; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001477823,0.0001072987,0.0006751996,0.0001005542,0.00001932052,8.67338e-7,0.00004848476,0.0001634994,0.00005844578],"category_scores_gemma":[0.00003282538,0.0000864757,0.0002658219,0.0001480977,0.0001498739,0.00005120894,0.00005117957,0.00008925245,0.000003185784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001480857,"about_ca_system_score_gemma":0.00007550204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001150718,"about_ca_topic_score_gemma":0.00001179607,"domain_scores_codex":[0.9983403,0.000214634,0.0007286202,0.0002203507,0.0003415853,0.0001544906],"domain_scores_gemma":[0.9989971,0.0001436647,0.0003415011,0.0001798049,0.0002385953,0.00009933534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001310511,0.002657416,0.01261286,0.00008397402,0.001078694,0.0001683778,0.0002429445,0.000001039506,0.0004307828,0.0003527431,0.0001299849,0.9809307],"study_design_scores_gemma":[0.0475257,0.02226342,0.8689275,0.0003236342,0.00396246,0.0001471885,0.001174826,0.001796963,0.02888667,0.008966059,0.01565491,0.0003706267],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758886,0.003423787,0.0001236276,0.0002612675,0.0001472135,0.0004582852,0.000005195215,0.00001032852,0.01968172],"genre_scores_gemma":[0.9912233,0.006374978,0.002250193,0.00003956843,0.00002495815,0.00002183179,0.000005455227,0.000009337018,0.00005032563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9805601,"threshold_uncertainty_score":0.3526377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2086228120851274,"score_gpt":0.4429394084793557,"score_spread":0.2343165963942283,"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."}}