{"id":"W2594977687","doi":"10.1111/jep.12698","title":"Promoting resource stewardship: Reducing inappropriate free thyroid hormone testing","year":2017,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Trillium Health Centre; University of Toronto; Trillium Therapeutics (Canada); St. Joseph’s Healthcare Hamilton; St. Michael's Hospital","funders":"","keywords":"Medicine; Free thyroxine; Thyroid; Stewardship (theology); Ambulatory; Triiodothyronine; Thyroid function; Quality management; Hormone; Test (biology); Internal medicine; Operations management; Management system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01161088,0.0005437774,0.000245727,0.001192854,0.001682577,0.002537228,0.001298761,0.0008578125,0.002082444],"category_scores_gemma":[0.039676,0.0001777234,0.0004086116,0.0008862629,0.001856736,0.001149071,0.003329163,0.001066068,0.0002873435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004742629,"about_ca_system_score_gemma":0.02740615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058507,"about_ca_topic_score_gemma":0.01793878,"domain_scores_codex":[0.9856469,0.007327982,0.0007379267,0.0006099821,0.004198068,0.001479131],"domain_scores_gemma":[0.9662395,0.009701399,0.009044548,0.001543874,0.005305619,0.008165098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005646491,0.00588047,0.4153902,0.002123907,0.0002178039,0.0007161942,0.008395675,0.004229472,0.008087012,0.002917367,0.0259814,0.5254958],"study_design_scores_gemma":[0.0004594111,0.005960612,0.9147153,0.001661147,0.0002366329,0.0008488137,0.01138617,0.008159472,0.01369914,0.003810833,0.03894293,0.000119599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9255174,0.001498252,0.01705346,0.03577033,0.0001888671,0.001414889,0.0001398484,0.0006607933,0.01775617],"genre_scores_gemma":[0.9746429,0.000696056,0.02089749,0.00254478,0.00008476002,0.0002706587,0.00006954133,0.00002252431,0.0007712625],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01161088,"threshold_uncertainty_score":0.06140494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081543152121532,"score_gpt":0.5044245158824511,"score_spread":0.2962702006702979,"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."}}