1、 CHAKER L,RAZVI S,BENSENOR I M,et al.Hypothyroidism[J].Nat Rev Dis Primers,2022,8(1):30. CHAKER L,RAZVI S,BENSENOR I M,et al.Hypothyroidism[J].Nat Rev Dis Primers,2022,8(1):30.
2、 JABBAR A,PINGITORE A,PEARCE S H S,et al.Thyroid hormones and cardiovascular disease[J].Nature Reviews Cardiology,2017,14(1):39-55. JABBAR A,PINGITORE A,PEARCE S H S,et al.Thyroid hormones and cardiovascular disease[J].Nature Reviews Cardiology,2017,14(1):39-55.
3、 SISKIND S M,LEE S Y,PEARCE E N.Investigating hypothyroidism[J].BMJ,2021,1(373):n993. SISKIND S M,LEE S Y,PEARCE E N.Investigating hypothyroidism[J].BMJ,2021,1(373):n993.
4、 KIM W,CHO Y A,KIM D C,et al.Factors associated with thyroid-related adverse events in patients receiving PD-1 or PD-L1 inhibitors using machine learning models[J].Cancers,2021,13(21):5465. KIM W,CHO Y A,KIM D C,et al.Factors associated with thyroid-related adverse events in patients receiving PD-1 or PD-L1 inhibitors using machine learning models[J].Cancers,2021,13(21):5465.
5、 CHEN T,GUESTRIN C.Xgboost:A scalable tree boosting system[C]//Proceedings of the 22nd acm sigkdd international conference on knowledge discovery and data mining.2016:785-794. CHEN T,GUESTRIN C.Xgboost:A scalable tree boosting system[C]//Proceedings of the 22nd acm sigkdd international conference on knowledge discovery and data mining.2016:785-794.
6、 BURDEN F,WINKLER D.Bayesian regularization of neural networks[J].Artificial neural networks:methods and applications,2009:23-42. BURDEN F,WINKLER D.Bayesian regularization of neural networks[J].Artificial neural networks:methods and applications,2009:23-42.
7、 HOSMER Jr D W,LEMESHOW S,STURDIVANT R X.Applied logistic regression[M].John Wiley & Sons,2013. HOSMER Jr D W,LEMESHOW S,STURDIVANT R X.Applied logistic regression[M].John Wiley & Sons,2013.
8、 STEKHOVEN D J,BüHLMANN P.MissForest—non-parametric missing value imputation for mixed-type data[J].Bioinformatics,2012,28(1):112-118. STEKHOVEN D J,BüHLMANN P.MissForest—non-parametric missing value imputation for mixed-type data[J].Bioinformatics,2012,28(1):112-118.
9、 GOLDBERGER A L,AMARAL L A N,GLASS L,et al.PhysioBank,PhysioToolkit,and PhysioNet:components of a new research resource for complex physiologic signals[J].Circulation,2000,101(23):e215-e220. GOLDBERGER A L,AMARAL L A N,GLASS L,et al.PhysioBank,PhysioToolkit,and PhysioNet:components of a new research resource for complex physiologic signals[J].Circulation,2000,101(23):e215-e220.
10、 JOHNSON A,BULGARELLI L,POLLARD T,et al.Data from:MIMIC-IV (version 2.0).2022[DB].http://physionet.org/content/mimiciv/2.0/ JOHNSON A,BULGARELLI L,POLLARD T,et al.Data from:MIMIC-IV (version 2.0).2022[DB].http://physionet.org/content/mimiciv/2.0/
11、 ZHANG H,ZHANG Z,LIU X,et al.DNA methylation haplotype block markers efficiently discriminate follicular thyroid carcinoma from follicular adenoma[J].J Clin Endocrinol Metab,2021,106(4):1011-1021. ZHANG H,ZHANG Z,LIU X,et al.DNA methylation haplotype block markers efficiently discriminate follicular thyroid carcinoma from follicular adenoma[J].J Clin Endocrinol Metab,2021,106(4):1011-1021.
12、 LUONG G,IDARRAGA AJ,HSIAO V,et al.Risk stratifying indeterminate thyroid nodules with machine learning[J].J Surg Res,2022,1(270):214-220. LUONG G,IDARRAGA AJ,HSIAO V,et al.Risk stratifying indeterminate thyroid nodules with machine learning[J].J Surg Res,2022,1(270):214-220.
13、 SAI P V,RAJALAKSHMI T,SNEKHALATHA U.Non-invasive thyroid detection based on electroglottogram signal using machine learning classifiers[J].Proc Inst Mech Eng H,2021,235(10):1128-1145. SAI P V,RAJALAKSHMI T,SNEKHALATHA U.Non-invasive thyroid detection based on electroglottogram signal using machine learning classifiers[J].Proc Inst Mech Eng H,2021,235(10):1128-1145.
14、 BREIMAN L.Random forests[J].Machine Learning,2001,45(1):5-32. BREIMAN L.Random forests[J].Machine Learning,2001,45(1):5-32.
15、 SHARMA A K,ARYA R,MEHTA R,et al.Hypothyroidism and cardiovascular disease:Factors,mechanism and future perspectives[J].Curr Med Chem,2013,20(35):4411-4418. SHARMA A K,ARYA R,MEHTA R,et al.Hypothyroidism and cardiovascular disease:Factors,mechanism and future perspectives[J].Curr Med Chem,2013,20(35):4411-4418.
16、 BOUCAI L,HOLLOWELL J G,SURKS M I.An approach for development of age-,gender-,and ethnicity-specific thyrotropin reference limits[J].Thyroid,2011,21(1):5-11. BOUCAI L,HOLLOWELL J G,SURKS M I.An approach for development of age-,gender-,and ethnicity-specific thyrotropin reference limits[J].Thyroid,2011,21(1):5-11.
17、 CHAKER L,BIANCO A C,JONKLAAS J,et al.Hypothyroidism[J].Lancet,2017,390(10101):1550-1562. CHAKER L,BIANCO A C,JONKLAAS J,et al.Hypothyroidism[J].Lancet,2017,390(10101):1550-1562.
18、 DUNTAS L H,YEN P M.Diagnosis and treatment of hypothyroidism in the elderly[J].Endocrine,2019,66(1):63-69. DUNTAS L H,YEN P M.Diagnosis and treatment of hypothyroidism in the elderly[J].Endocrine,2019,66(1):63-69.
