{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0150782,0.0006572552,0.0009815725,0.001719139,0.0004003431,0.001837881,0.001444954,0.0006257705,0.00124388],"category_scores_gemma":[0.03963358,0.0003237089,0.0008875948,0.001145042,0.0003906396,0.00196213,0.00136471,0.000935311,0.0003852628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195457,"about_ca_system_score_gemma":0.002887825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002221839,"about_ca_topic_score_gemma":0.004047403,"domain_scores_codex":[0.9922312,0.004044573,0.001127949,0.0009200481,0.001390165,0.0002859333],"domain_scores_gemma":[0.9787563,0.01119345,0.004754639,0.001354609,0.002879057,0.001062049],"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":[0.001233614,0.000856468,0.4484162,0.0007301289,0.0006455011,0.0003428848,0.000584612,0.0131587,0.001916362,0.001565312,0.007549757,0.5230004],"study_design_scores_gemma":[0.001869741,0.007407096,0.4828908,0.001532768,0.001368636,0.004895301,0.00215069,0.4284816,0.01267163,0.02665249,0.02982843,0.0002509234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7002674,0.008325601,0.2603288,0.01607684,0.0005472816,0.002840342,0.001536619,0.00342458,0.006652453],"genre_scores_gemma":[0.8428006,0.001103764,0.1520625,0.001604947,0.0001829597,0.0005544312,0.001105804,0.0001540609,0.0004309103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0150782,"threshold_uncertainty_score":0.07974213,"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."}}