@article{verboeket-vandevenne2012,
	title = {Reflective testing: adding value to laboratory testing},
	author = {Verboeket-van de Venne, Wilhelmine P.H.G. and Aakre, Kristin M. and Watine, Joseph and Oosterhuis, Wytze P.},
	year = {2012},
	month = {07},
	date = {2012-07-01},
	journal = {Clinical Chemistry and Laboratory Medicine (CCLM)},
	pages = {1249--1252},
	volume = {50},
	number = {7},
	doi = {10.1515/cclm-2011-0611},
	url = {https://www.degruyter.com/document/doi/10.1515/cclm-2011-0611/html},
	langid = {en}
}

@article{srivastava2010,
	title = {Reflex and reflective testing: efficiency and effectiveness of adding on laboratory tests},
	author = {Srivastava, Rajeev and Bartlett, William A and Kennedy, Ian M and Hiney, Allan and Fletcher, Colin and Murphy, Michael J},
	year = {2010},
	month = {05},
	date = {2010-05-01},
	journal = {Annals of Clinical Biochemistry},
	pages = {223--227},
	volume = {47},
	number = {3},
	doi = {10.1258/acb.2010.009282},
	url = {https://doi.org/10.1258/acb.2010.009282},
	note = {Publisher: SAGE Publications},
	langid = {en}
}

@article{murphy2021,
	title = {Reflex and reflective testing: progress, but much still to be done},
	author = {Murphy, Michael J},
	year = {2021},
	month = {03},
	date = {2021-03},
	journal = {Annals of Clinical Biochemistry},
	pages = {75--77},
	volume = {58},
	number = {2},
	doi = {10.1177/0004563221993153},
	url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7961679/},
	note = {PMID: 33478239
PMCID: PMC7961679}
}

@misc{americanmedicalassociation2021,
	title = {Trends in health care spending},
	author = {American Medical Association, },
	year = {2021},
	month = {05},
	date = {2021-05},
	url = {https://www.ama-assn.org/about/research/trends-health-care-spending},
	langid = {en}
}

@article{ma2019,
	title = {Estimated costs of 51 commonly ordered laboratory tests in Canada},
	author = {Ma, Irene and Lau, Cheryl K. and Ramdas, Zane and Jackson, Rhonda and Naugler, Christopher},
	year = {2019},
	month = {03},
	date = {2019-03-01},
	journal = {Clinical Biochemistry},
	pages = {58--60},
	volume = {65},
	doi = {10.1016/j.clinbiochem.2018.12.013},
	url = {https://www.sciencedirect.com/science/article/pii/S0009912018310543},
	langid = {en}
}

@article{hernandez2003,
	title = {Cost-Effectiveness of Laboratory Testing},
	author = {Hernandez, James S.},
	year = {2003},
	month = {04},
	date = {2003-04-01},
	journal = {Archives of Pathology & Laboratory Medicine},
	pages = {440--445},
	volume = {127},
	number = {4},
	doi = {10.5858/2003-127-0440-COLT},
	url = {https://doi.org/10.5858/2003-127-0440-COLT}
}

@article{li2022,
	title = {External Validation of a Laboratory Prediction Algorithm for the Reduction of Unnecessary Labs in the Critical Care Setting},
	author = {Li, Linda T. and Huang, Tongtong and Bernstam, Elmer V. and Jiang, Xiaoqian},
	year = {2022},
	month = {01},
	date = {2022-01-31},
	journal = {The American Journal of Medicine},
	doi = {10.1016/j.amjmed.2021.12.020},
	url = {https://www.sciencedirect.com/science/article/pii/S0002934322000481},
	langid = {en}
}

@article{plebani2020,
	title = {Reflex TSH strategy: the good, the bad and the ugly},
	author = {Plebani, Mario and Giovanella, Luca},
	year = {2020},
	month = {01},
	date = {2020-01-01},
	journal = {Clinical Chemistry and Laboratory Medicine (CCLM)},
	pages = {1--2},
	volume = {58},
	number = {1},
	doi = {10.1515/cclm-2019-0625},
	url = {https://www.degruyter.com/document/doi/10.1515/cclm-2019-0625/html?lang=en},
	note = {Publisher: De Gruyter},
	langid = {en}
}

@article{whitneyw.woodmansee2018,
	title = {Determination of optimal TSH ranges for reflex Free T4 testing},
	author = {Whitney W. Woodmansee, },
	year = {2018},
	month = {02},
	date = {2018-02},
	journal = {Clinical Thyroidology for the Public},
	pages = {3--4},
	volume = {11},
	number = {2},
	url = {https://www.thyroid.org/patient-thyroid-information/ct-for-patients/february-2018/vol-11-issue-2-p-3-4/},
	langid = {canadian}
}

@misc{charnaalbert2020,
	title = {Can machine learning algorithms predict lab values?},
	author = {Charna Albert, },
	year = {2020},
	month = {02},
	date = {2020-02-18},
	url = {https://www.captodayonline.com/can-machine-learning-algorithms-predict-lab-values/},
	langid = {canadian}
}

@article{rabbani2022,
	title = {Applications of machine learning in routine laboratory medicine: Current state and future directions},
	author = {Rabbani, Naveed and Kim, Grace Y. E. and Suarez, Carlos J. and Chen, Jonathan H.},
	year = {2022},
	month = {05},
	date = {2022-05-01},
	journal = {Clinical Biochemistry},
	pages = {1--7},
	volume = {103},
	doi = {10.1016/j.clinbiochem.2022.02.011},
	url = {https://www.sciencedirect.com/science/article/pii/S0009912022000595},
	langid = {en}
}

@article{cabitza2018,
	title = {Machine learning in laboratory medicine: waiting for the flood?},
	author = {Cabitza, Federico and Banfi, Giuseppe},
	year = {2018},
	month = {04},
	date = {2018-04-01},
	journal = {Clinical Chemistry and Laboratory Medicine (CCLM)},
	pages = {516--524},
	volume = {56},
	number = {4},
	doi = {10.1515/cclm-2017-0287},
	url = {https://www.degruyter.com/document/doi/10.1515/cclm-2017-0287/html},
	note = {Publisher: De Gruyter},
	langid = {en}
}

@article{debruyne2021,
	title = {Recent evolutions of machine learning applications in clinical laboratory medicine},
	author = {De Bruyne, Sander and Speeckaert, Marijn M. and Van Biesen, Wim and Delanghe, Joris R.},
	year = {2021},
	month = {02},
	date = {2021-02-17},
	journal = {Critical Reviews in Clinical Laboratory Sciences},
	pages = {131--152},
	volume = {58},
	number = {2},
	doi = {10.1080/10408363.2020.1828811},
	url = {https://doi.org/10.1080/10408363.2020.1828811},
	note = {Publisher: Taylor & Francis
{\_}eprint: https://doi.org/10.1080/10408363.2020.1828811
PMID: 33045173}
}

@book{boehmke2020,
	title = {Hands-On Machine Learning with R},
	author = {Boehmke, Bradley and Greenwell, Brandon},
	year = {2020},
	month = {02},
	date = {2020-02-01},
	url = {https://bradleyboehmke.github.io/HOML/}
}

@book{géron2019,
	title = {Hands-on machine learning with Scikit-Learn, Keras, and TensorFlow: concepts, tools, and techniques to build intelligent systems},
	author = {{Géron}, {Aurélien}},
	year = {2019},
	date = {2019},
	publisher = {O'Reilly Media, Inc},
	edition = {Second edition},
	address = {Beijing [China] ; Sebastopol, CA}
}

@article{breiman2001,
	title = {Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)},
	author = {Breiman, Leo},
	year = {2001},
	month = {08},
	date = {2001-08-01},
	journal = {Statistical Science},
	volume = {16},
	number = {3},
	doi = {10.1214/ss/1009213726},
	url = {http://dx.doi.org/10.1214/ss/1009213726}
}

@article{woodmansee2018,
	title = {Determination of optimal TSH ranges for reflex Free T4 testing},
	author = {Woodmansee, Whitney W.},
	year = {2018},
	month = {02},
	date = {2018-02},
	journal = {Clinical Thyroidology for the Public},
	pages = {3--4},
	volume = {11},
	number = {2},
	url = {https://www.thyroid.org/patient-thyroid-information/ct-for-patients/february-2018/vol-11-issue-2-p-3-4/},
	langid = {canadian}
}

@article{berger1999,
	title = {A brief history of medical diagnosis and the birth of the clinical laboratory: Part 2--laboratory science and professional certification in the 20th century},
	author = {Berger, Darlene},
	year = {1999},
	month = {08},
	date = {1999-08},
	journal = {Medical Laboratory Observer: MLO},
	pages = {32--4, 36, 38},
	volume = {31},
	number = {8},
	url = {https://www.proquest.com/docview/223382876/citation/57E18BE0383F41C4PQ/1},
	note = {Num Pages: 5
Place: Nashville, United States
Publisher: Endeavor Business Media},
	langid = {English}
}

@article{park2017,
	title = {One hundred years of clinical laboratory automation: 1967{\textendash}2067},
	author = {Park, Jason Y. and Kricka, Larry J.},
	year = {2017},
	month = {08},
	date = {2017-08-01},
	journal = {Clinical Biochemistry},
	pages = {639--644},
	volume = {50},
	number = {12},
	doi = {10.1016/j.clinbiochem.2017.03.004},
	url = {https://www.sciencedirect.com/science/article/pii/S0009912016303319},
	langid = {en}
}

@article{henricks2015,
	title = {Laboratory Information Systems},
	author = {Henricks, Walter H.},
	year = {2015},
	month = {06},
	date = {2015-06},
	journal = {Surgical Pathology Clinics},
	pages = {101--108},
	volume = {8},
	number = {2},
	doi = {10.1016/j.path.2015.02.016},
	url = {https://linkinghub.elsevier.com/retrieve/pii/S1875918115000343},
	langid = {en}
}

@article{henricks2015,
	title = {Laboratory Information Systems},
	author = {Henricks, Walter H.},
	year = {2015},
	month = {06},
	date = {2015-06},
	journal = {Surgical Pathology Clinics},
	pages = {101--108},
	volume = {8},
	number = {2},
	doi = {10.1016/j.path.2015.02.016},
	url = {https://linkinghub.elsevier.com/retrieve/pii/S1875918115000343},
	langid = {en}
}

@article{johnsonalistair,
	title = {MIMIC-IV},
	author = {{Johnson, Alistair},  and {Bulgarelli, Lucas},  and {Pollard, Tom},  and {Horng, Steven},  and {Celi, Leo Anthony},  and {Mark, Roger}, },
	doi = {10.13026/S6N6-XD98},
	url = {https://physionet.org/content/mimiciv/1.0/},
	note = {Version Number: 1.0
Type: dataset
DOI: 10.13026/S6N6-XD98}
}

@article{liaw2002,
	title = {Classi{fi}cation and Regression by randomForest},
	author = {Liaw, Andy and Wiener, Matthew},
	year = {2002},
	date = {2002},
	volume = {2},
	langid = {en}
}

@article{breiman2001a,
	author = {Breiman, Leo},
	year = {2001},
	date = {2001},
	journal = {Machine Learning},
	pages = {5--32},
	volume = {45},
	number = {1},
	doi = {10.1023/a:1010933404324},
	url = {http://dx.doi.org/10.1023/A:1010933404324}
}

@inproceedings{chen2016,
	title = {XGBoost: A Scalable Tree Boosting System},
	author = {Chen, Tianqi and Guestrin, Carlos},
	year = {2016},
	month = {08},
	date = {2016-08-13},
	publisher = {Association for Computing Machinery},
	pages = {785{\textendash}794},
	series = {KDD '16},
	doi = {10.1145/2939672.2939785},
	url = {https://dl.acm.org/doi/10.1145/2939672.2939785},
	address = {New York, NY, USA}
}

@article{luo2016,
	title = {Using Machine Learning to Predict Laboratory Test Results},
	author = {Luo, Yuan and Szolovits, Peter and Dighe, Anand S. and Baron, Jason M.},
	year = {2016},
	month = {06},
	date = {2016-06},
	journal = {American Journal of Clinical Pathology},
	pages = {778--788},
	volume = {145},
	number = {6},
	doi = {10.1093/ajcp/aqw064},
	note = {PMID: 27329638},
	langid = {eng}
}

@article{greenwell2020,
	title = {Variable Importance Plots{\textemdash}An Introduction to the vip Package},
	author = {Greenwell, {Brandon,M.} and Boehmke, {Bradley,C.}},
	year = {2020},
	date = {2020},
	journal = {The R Journal},
	pages = {343},
	volume = {12},
	number = {1},
	doi = {10.32614/RJ-2020-013},
	url = {https://journal.r-project.org/archive/2020/RJ-2020-013/index.html},
	langid = {en}
}

@article{laan2006,
	title = {Statistical Inference for Variable Importance},
	author = {Laan, Mark J. van der},
	year = {2006},
	month = {02},
	date = {2006-02-20},
	journal = {The International Journal of Biostatistics},
	volume = {2},
	number = {1},
	doi = {10.2202/1557-4679.1008},
	url = {https://www.degruyter.com/document/doi/10.2202/1557-4679.1008/html},
	note = {Publisher: De Gruyter},
	langid = {en}
}

@article{tyler2018,
	title = {Assessment of Intensive Care Unit Laboratory Values That Differ From Reference Ranges and Association With Patient Mortality and Length of Stay},
	author = {Tyler, Patrick D. and Du, Hao and Feng, Mengling and Bai, Ran and Xu, Zenglin and Horowitz, Gary L. and Stone, David J. and Celi, Leo Anthony},
	year = {2018},
	month = {11},
	date = {2018-11-09},
	journal = {JAMA Network Open},
	pages = {e184521},
	volume = {1},
	number = {7},
	doi = {10.1001/jamanetworkopen.2018.4521},
	url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6324400/},
	note = {PMID: 30646358
PMCID: PMC6324400}
}