{"id":"W4312195131","doi":"10.1002/hed.27272","title":"Parathyroid hormone‐driven algorithms after thyroid surgery: Not one‐size‐fits‐all","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; Toronto East General Hospital","funders":"","keywords":"Medicine; Parathyroid hormone; Thyroidectomy; Receiver operating characteristic; Calcium; Morning; Urology; Thyroid; Internal medicine; Surgery; Endocrinology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008680003,0.0006546087,0.001379783,0.0003851834,0.0004502174,0.00008618621,0.0003212518,0.0002234019,0.001521581],"category_scores_gemma":[0.0002204651,0.0006704758,0.000795707,0.0008561282,0.0001578838,0.0002462181,0.0003805284,0.001227212,0.001205779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249229,"about_ca_system_score_gemma":0.0005270846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799481,"about_ca_topic_score_gemma":0.00003247887,"domain_scores_codex":[0.9947439,0.0003624899,0.001011865,0.001095866,0.001401873,0.001384028],"domain_scores_gemma":[0.9968072,0.0007778066,0.0002724736,0.001250509,0.0001570071,0.0007349864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007246765,0.002573649,0.02290033,0.0001225311,0.0006553292,0.004349018,0.002581244,0.0001297101,0.1815144,0.0002709835,0.774215,0.003441089],"study_design_scores_gemma":[0.004710869,0.001792828,0.3030513,0.00008720247,0.0004065342,0.001339462,0.0005250151,0.000912067,0.003485289,0.0001563311,0.6818882,0.001644856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97508,0.01283029,0.00004212638,0.005110414,0.0008650814,0.0008868473,0.0003008784,0.00048787,0.00439646],"genre_scores_gemma":[0.9767656,0.000897312,0.0009812406,0.01018692,0.001101016,0.0007387159,0.0003109377,0.0001853809,0.008832879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.280151,"threshold_uncertainty_score":0.9995747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04131510943037433,"score_gpt":0.2796743410045021,"score_spread":0.2383592315741277,"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."}}