References
- Catalyst N. What is patient-centered care? NEJM Catalyst [Internet]. 2017 [cited 2023 Mar 5]; Available from: 10.1056/CAT.17.0559.
- Davis K, Schoenbaum SC, Audet A-M. A 2020 vision of patient-centered primary care. J Gen Intern Med. 2005;20(10):953–957. doi:10.1111/j.1525-1497.2005.0178.x.
- The Picker Principles of Person Centred care – Picker. [Internet]. [cited 2023 Apr 14]. Available from: https://picker.org/who-we-are/the-picker-principles-of-person-centred-care/.
- Mercer Health Patient Authorization Direct Access Testing [Internet]. Mercer Health. [cited 2023 Jul 31]. Available from: https://mercer-health.s3.us-east-2.amazonaws.com/wp-content/uploads/2022/07/19092750/MH_PatientDirectAccessTesting.pdf.
- St. Croix Health Direct Access Testing [Internet]. St. Croix Health. [cited 2023 Jul 31]. Available from: https://www.saintcroixhealth.org/documents/patient%20documents/Direct-Access-Lab-Handout-8.22-w.pdf.
- Zhang Z, Citardi D, Xing A, et al. Patient challenges and needs in comprehending laboratory test results: mixed methods study. J Med Internet Res. 2020;22(12):e18725. doi:10.2196/18725.
- Reynolds TL, Ali N, McGregor E, et al. Understanding patient questions about their medical records in an online health forum: opportunity for patient portal design. AMIA Annu Symp Proc. 2017;2017:1468–1477.
- Ayala-Lopez N, Nichols JH. Benefits and risks of direct-to-Consumer testing. Arch Pathol Lab Med. 2020;144(10):1193–1198. doi:10.5858/arpa.2020-0078-RA.
- OpenAI. [Internet]. [cited 2023 Jul 31]. Available from: https://openai.com/.
- Munoz-Zuluaga C, Zhao Z, Wang F, et al. Assessing the accuracy and clinical utility of ChatGPT in laboratory medicine. Clin Chem. 2023;69(8):939–940.
- Wickremsinhe E, Fantana A, Berthier E, et al. Standard venipuncture vs a capillary blood collection device for the prospective determination of abnormal liver chemistry. J Appl Lab Med. 2023;8(3):535–550.
- Innovative Smartphone App Tests Your Urine For Medical Issues. [Internet]. [cited 2023 Jul 31]. Available from: https://www.medicalnewstoday.com/articles/256974.
- Pregnancy Test Checker. [Internet]. App Store. 2021 [cited 2023 Jul 31]. Available from: https://apps.apple.com/us/app/pregnancy-test-checker/id854689871.
- Smart Testing Experience for all. | BD VeritorTM At-Home Test [Internet]. BD Veritor at Home. [cited 2023 Jul 31]. Available from: https://www.bdveritorathome.com/en-us/individuals.
- How to collect your blood sample with iHealth CheckMeSafe Critical 2 Home Collection Kit. [Internet]. 2023 [cited 2023 Jul 31]. Available from: https://www.youtube.com/watch?v=NdgMUV9Woo8.
- Hormone Testing: Blood Spot Collection. [Internet]. [cited 2023 Jul 31]. Available from: https://www.youtube.com/watch?v=UYXabS0i0_4.
- Patient perspectives around data privacy. [Internet]. American Medical Association; 2022 [cited 2023 Apr 14]. Available from: https://www.ama-assn.org/system/files/ama-patient-data-privacy-survey-results.pdf.
- Americans Want Federal Government to Make Sharing Electronic Health Data Easier. | The Pew Charitable Trusts [Internet]. [cited 2023 Mar 11]. Available from: https://www.pewtrusts.org/en/research-and-analysis/articles/2020/09/16/americans-want-federal-government-to-make-sharing-electronic-health-data-easier.
- Information Blocking. | HealthIT.gov [Internet]. [cited 2023 Apr 13]. Available from: https://www.healthit.gov/topic/information-blocking.
- FY 2022 IPPS Final Rule Home Page | CMS [Internet]. [cited 2023 Mar 11]. Available from: https://www.cms.gov/medicare/acute-inpatient-pps/fy-2022-ipps-final-rule-home-page.
- Cures Act Final Rule: Information Blocking Actors. The Office of the National Coordinator for Health Information Technology [Internet]. [cited 2023 Sept 26]. Available from: https://www.healthit.gov/sites/default/files/page2/2020-03/InformationBlockingActors.pdf.
- Enforcement of information blocking and the impacts on accessing health information. [Internet]. [cited 2023 Mar 11]. Available from: https://www.wolterskluwer.com/en/expert-insights/enforcement-of-information-blocking-and-the-impacts-on-accessing-health-information.
- Reportable diseases: MedlinePlus Medical Encyclopedia [Internet]. [cited 2023 Mar 11]. Available from: https://medlineplus.gov/ency/article/001929.htm.
- Must a health care provider obtain permission from a patient prior to notifying public health authorities of a reportable disease | HHS.gov [Internet]. [cited 2023 Apr 14]. Available from: https://www.hhs.gov/hipaa/for-professionals/faq/294/must-a-health-care-provider-obtain-permission-to-notify-public-health-authorities/index.html.
- Barry C, Edmonston TB, Gandhi S, et al. Implementation of laboratory review of test builds within the electronic health record reduces errors. Arch Pathol Lab Med. 2020;144(6):742–747. doi:10.5858/arpa.2019-0239-OA.
- Burnett SJ, Deelchand V, Franklin BD, et al. Missing clinical information in NHS hospital outpatient clinics: prevalence, causes and effects on patient care. BMC Health Serv Res. 2011;11(1):114. doi:10.1186/1472-6963-11-114.
- Affairs (ASPA) AS for P. Diagnostic Data & Reporting. [Internet]. HHS.gov.; 2021 [cited 2023 Jul 31]. Available from: https://www.hhs.gov/coronavirus/testing/covid-19-diagnostic-data-reporting/index.html.
- CLSI: Harmonized Terminology Database. [Internet]. [cited 2023 Apr 13]. Available from: https://htd.clsi.org/listterms.asp?searchdterm=harmonization.
- Miller WG, Greenberg N. Harmonization and standardization: where are we now? J Appl Lab Med. 2021;6(2):510–521. doi:10.1093/jalm/jfaa189.
- Cirrincione LR, Crews BO, Dickerson JA, et al. Oral estrogen leads to falsely low concentrations of estradiol in a common immunoassay. Endocr Connect. 2022;11:e210550.
- Eneanya ND, Yang W, Reese PP. Reconsidering the consequences of using race to estimate kidney function. JAMA. 2019;322(2):113–114. doi:10.1001/jama.2019.5774.
- Mitchell SH, Rigler J, Baum K. Regional transfer coordination and hospital load balancing during COVID-19 surges. JAMA Health Forum. 2022;3(2):e215048. doi:10.1001/jamahealthforum.2021.5048.
- CDC. Labs [Internet]. Centers for Disease Control and Prevention; 2020 [cited 2023 Mar 11]. Available from: https://www.cdc.gov/coronavirus/2019-ncov/lab/reporting-lab-data.html.
- Greene DN, McClintock DS, Durant TJS. Interoperability: COVID-19 as an impetus for change. Clin Chem. 2021;67(4):592–595. doi:10.1093/clinchem/hvab006.
- Home [Internet]. LOINC [cited 2023 Mar 11]. Available from: https://loinc.org/.
- Hauser RG, Quine DB, Iscoe M, et al. Development and implementation of a standard format for clinical laboratory test results. Am J Clin Pathol. 2022;158(3):409–415. doi:10.1093/ajcp/aqac067.
- Dong X, Li J, Soysal E, et al. COVID-19 TestNorm: a tool to normalize COVID-19 testing names to LOINC codes. J Am Med Inform Assoc. 2020;27(9):1437–1442. doi:10.1093/jamia/ocaa145.
- SHIELD - Standardization of Lab Data to Enhance Patient-Centered Outcomes Research and Value-Based Care. [Internet]. ASPE. [cited 2023 Mar 13]. Available from: https://aspe.hhs.gov/shield-standardization-lab-data-enhance-patient-centered-outcomes-research-value-based-care.
- Health Level Seven International. - Homepage | HL7 International [Internet]. [cited 2023 Jul 31]. Available from: https://www.hl7.org/.
- HL7 - Refactored [Internet]. [cited 2023 Jul 31]. Available from: https://v2plus.hl7.org/2021Jan/segment-definition/ORC.html.
- Adler-Milstein J. Moving past the EHR interoperability blame game. NEJM Catalyst. [Internet]. 2017; [cited 2023 Mar 11]; Available from 10.1056/CAT.17.0448.
- American Recovery and Reinvestment Act of 2009. [Internet]. One hundred and eleventh Congress of the United States of America; 2009 [cited 2023 Apr 14]. Available from: https://www.healthit.gov/sites/default/files/hitech_act_excerpt_from_arra_with_index.pdf.
- Medicare and Medicaid Programs. [Internet]. Federal Register; 2022 [cited 2023 Apr 13]. Available from: https://www.federalregister.gov/documents/2022/12/13/2022-26479/medicare-and-medicaid-programs-patient-protection-and-affordable-care-act-advancing-interoperability.
- Policies and Technology for Interoperability and Burden Reduction. | CMS [Internet] [cited 2023 Mar 11]. Available from: https://www.cms.gov/regulations-and-guidance/guidance/interoperability/index.
- Cho N-E. The impact of health information sharing on hospital costs. Healthcare. 2021;9(7):806. doi:10.3390/healthcare9070806.
- Wilhelm EE, Oster E, Shoulson I. Approaches and costs for sharing clinical research data. JAMA. 2014;311(12):1201–1202. doi:10.1001/jama.2014.850.
- Westhealth Institute. The Value of Medical Device Interoperability [Internet]; 2013 [cited 2023 Jul 31]. Available from: https://www.westhealth.org/wp-content/uploads/2015/02/The-Value-of-Medical-Device-Interoperability.pdf.
- Blumenthal D. A step toward interoperability of health IT. N Engl J Med. 2022;387(24):2201–2203. doi:10.1056/NEJMp2213873.
- National Notifiable Diseases Surveillance System | CDC. [Internet] 2022; [cited 2023 Mar 12]. Available from: https://www.cdc.gov/nndss/index.html.
- Baird G. The laboratory test utilization management toolbox. Biochem Med (Zagreb). 2014;24(2):223–234. doi:10.11613/BM.2014.025.
- Aziz HA, Alshekhabobakr HM. Health informatics tools to improve utilization of laboratory tests. Lab Med. 2017;48(2):e30–e35. doi:10.1093/labmed/lmw066.
- Freedman DB. Towards better test utilization – strategies to improve physician ordering and their impact on patient outcomes. EJIFCC. 2015;26:15–30.
- Dickerson JA, Fletcher AH, Procop G, et al. Transforming laboratory utilization review into laboratory stewardship: guidelines by the PLUGS National Committee for Laboratory Stewardship. J Appl Lab Med. 2017;2(2):259–268. doi:10.1373/jalm.2017.023606.
- Zhi M, Ding EL, Theisen-Toupal J, et al. The landscape of inappropriate laboratory testing: a 15-year meta-analysis. PLoS One. 2013;8(11):e78962. doi:10.1371/journal.pone.0078962.
- Madison BM, Lazaro GR, Scott MS, et al. Effective access to laboratory test results: a health equity issue that enhances diagnostic excellence. J Appl Lab Med. 2023;8(3):635–644.
- Müskens JLJM, Kool RB, van Dulmen SA, et al. Overuse of diagnostic testing in healthcare: a systematic review. BMJ Qual Saf. 2022;31(1):54–63. doi:10.1136/bmjqs-2020-012576.
- Gill J, Barakauskas VE, Thomas D, et al. Evaluation of thyroid test utilization through analysis of population-level data. Clin Chem Lab Med. 2017;55:1898–1906.
- Kamolratanapiboon K, Tantanate C. Inappropriate use of D-dimer and impact on the test characteristics for deep vein thrombosis exclusion. Scand J Clin Lab Invest. 2019;79(6):431–436. doi:10.1080/00365513.2019.1658214.
- Khattak ZE, El Sharu H, Bhutta BS. Overview on ordering and evaluation of laboratory tests. StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2023 [cited 2023 Apr 17]. Available from: http://www.ncbi.nlm.nih.gov/books/NBK570615/.
- Valencia V, Arora VM, Ranji SR, et al. A comparison of laboratory testing in teaching vs nonteaching hospitals for 2 common medical conditions. JAMA Intern Med. 2018;178(1):39–47. doi:10.1001/jamainternmed.2017.6032.
- Agley J, Xiao Y. Misinformation about COVID-19: evidence for differential latent profiles and a strong association with trust in science. BMC Public Health. 2021;21(1):89. doi:10.1186/s12889-020-10103-x.
- Hickey KT, Creber RMM, Reading M, et al. Low health literacy. Nurse Pract. 2018;43(8):49–55. doi:10.1097/01.NPR.0000541468.54290.49.
- Deyrup AT, D'Ambrosio D, Muir J, et al. Essential laboratory tests for medical education. Acad Pathol. 2022;9(1):100046. doi:10.1016/j.acpath.2022.100046.
- Doi D, Vale RRd, Monteiro JMC, et al. Perception of usefulness of laboratory tests ordering by internal medicine residents in ambulatory setting: a single-center prospective cohort study. PLoS One. 2021;16(5):e0250769. doi:10.1371/journal.pone.0250769.
- Morgan DJ, Pineles L, Owczarzak J, et al. Accuracy of practitioner estimates of probability of diagnosis before and after testing. JAMA Intern Med. 2021;181(6):747–755. doi:10.1001/jamainternmed.2021.0269.
- Lam JH, Pickles K, Stanaway FF, et al. Why clinicians overtest: development of a thematic framework. BMC Health Serv Res. 2020;20(1):1011. doi:10.1186/s12913-020-05844-9.
- News and Resources. [Internet]. Testing.com. 2022; [cited 2023 Jul 31]. Available from: https://www.testing.com/resources/.
- Doig K, Zhang B. A methodical approach to interpreting the red blood cell parameters of the complete blood count. Clin Lab Sci. 2017;30(3):173–185. doi:10.29074/ascls.30.3.173.
- Tefferi A, Hanson CA, Inwards DJ. How to interpret and pursue an abnormal complete blood cell count in adults. Mayo Clin Proc. 2005;80(7):923–936. doi:10.4065/80.7.923.
- Stanczyk FZ, Mandelbaum RS, Lobo RA. Potential pitfalls of reproductive direct-to-consumer testing. F S Rep. 2022;3(1):3–7. doi:10.1016/j.xfre.2022.01.007.
- Laboratory Search | CDC. [Internet]. 2023; [cited 2023 Mar 5]. Available from: https://www.cdc.gov/clia/LabSearch.html.
- Accreditation Checklists. [Internet]. College of American Pathologists [cited 2023 Mar 12]. Available from: https://www.cap.org/laboratory-improvement/accreditation/accreditation-checklists.
- Sturmberg JP, Bircher J. Better and fulfilling healthcare at lower costs: the need to manage health systems as complex adaptive systems. F1000Res. 2019;8:789. doi:10.12688/f1000research.19414.1.
- Galvani AP, Parpia AS, Foster EM, et al. Improving the prognosis of healthcare in the United States. Lancet. 2020;395(10223):524–533. doi:10.1016/S0140-6736(19)33019-3.
- The Current State of Hospital Finances: Fall. 2022 Update | AHA [Internet] [cited 2023 Mar 12]. Available from: https://www.aha.org/guidesreports/2022-09-15-current-state-hospital-finances-fall-2022-update.
- White TE, Wong WB, Janowiak D, et al. Strategies for laboratory professionals to drive laboratory stewardship. Pract Lab Med. 2021;26:e00249. doi:10.1016/j.plabm.2021.e00249.
- Mehrotra A, Prochazka A. Improving value in health care–against the annual physical. N Engl J Med. 2015;373(16):1485–1487. doi:10.1056/NEJMp1507485.
- Bloomfield HE, Wilt TJ. Evidence Brief: role of the Annual Comprehensive Physical Examination in the Asymptomatic Adult [Internet]. Department of Veterans Affairs (US); 2011 [cited 2023 Mar 12]. Available from: https://www.ncbi.nlm.nih.gov/books/NBK82767/.
- Chacko KM, Anderson RJ. The annual physical examination: important or time to abandon? Am J Med. 2007;120(7):581–583. doi:10.1016/j.amjmed.2006.07.046.
- Versluis A, Schnoor K, Chavannes NH, et al. Direct access for patients to diagnostic testing and results using eHealth: systematic review on eHealth and diagnostics. J Med Internet Res. 2022;24(1):e29303. doi:10.2196/29303.
- Liew IT, Tan WJM, Ho QY, et al. An outpatient model of care for COVID-19 infected kidney transplant patients – the hospital-at-home. Nephrology (Carlton). 2023;28(5):283–291. doi:10.1111/nep.14155.
- Skinner HJ, Casares M, Wombles C, et al. Comparison of care accessibility, costs, and quality with face-to-face and telehealth epilepsy clinic visits. Epilepsy Behav. 2022;127:108510. doi:10.1016/j.yebeh.2021.108510.
- Abbasi A, Sadeghi-Niaraki A, Jalili M, et al. Enhancing response coordination through the assessment of response network structural dynamics. PLoS One. 2018;13(2):e0191130. doi:10.1371/journal.pone.0191130.
- Owusu-Edusei K, Chesson HW, Leichliter JS, et al. The association between racial disparity in income and reported sexually transmitted infections. Am J Public Health. 2013;103(5):910–916. doi:10.2105/AJPH.2012.301015.
- Giannouchos TV, Crouch E, Merrell MA, et al. Racial, ethnic, and rural/urban disparities in HIV and sexually transmitted infections in South Carolina. J Community Health. 2023;48(1):152–159. doi:10.1007/s10900-022-01165-6.
- Mahajan S, Caraballo C, Lu Y, et al. Trends in differences in health status and health care access and affordability by race and ethnicity in the United States, 1999-2018. JAMA. 2021;326(7):637–648. doi:10.1001/jama.2021.9907.
- Exten C, Pinto CN, Gaynor AM, et al. Direct-to-Consumer sexually transmitted infection testing services: a position statement from the American sexually transmitted diseases association. Sex Transm Dis. 2021;48(11):e155–e159. doi:10.1097/OLQ.0000000000001475.
- Fuentes AV, Pineda MD, Venkata KCN. Comprehension of top 200 prescribed drugs in the US as a resource for pharmacy teaching, training and practice. Pharmacy (Basel). 2018;6(2):43. doi:10.3390/pharmacy6020043.
- 10 most common medications in the United States. [Internet] [cited 2023 Mar 12]. Available from: https://www.medicalnewstoday.com/articles/most-common-medications.
- Colley J, Dambha-Miller H, Stuart B, et al. Home monitoring of haemoglobin A1c in diabetes: a systematic review and narrative synthesis on accuracy, reliability and patient acceptability. Diabet Med. 2023;40(4):e15033. doi:10.1111/dme.15033.
- Roberts AJ, Malik F, Pihoker C, et al. Adapting to telemedicine in the COVID-19 era: feasibility of dried blood spot testing for hemoglobin A1c. Diabetes Metab Syndr. 2021;15(1):433–437. doi:10.1016/j.dsx.2021.02.010.
- The Evidence Base for Telehealth: Reassurance in the Face of Rapid Expansion During the COVID-19 Pandemic | Effective Health Care (EHC) Program [Internet] [cited 2023 Mar 13]. Available from: https://effectivehealthcare.ahrq.gov/products/telehealth-expansion/white-paper.
- Barnett ML, Ray KN, Souza J, et al. Trends in telemedicine use in a large commercially insured population, 2005-2017. JAMA. 2018;320(20):2147–2149. doi:10.1001/jama.2018.12354.
- Office USGA. Telehealth in the Pandemic—How Has It Changed Health Care Delivery in Medicaid and Medicare? [Internet] [cited 2022 Nov 8]. Available from: https://www.gao.gov/blog/telehealth-pandemic-how-has-it-changed-health-care-delivery-medicaid-and-medicare.
- Direct-to-Consumer Laboratory Testing: Position Statement [Internet]. American Association for Clinical Chemistry; 2015 [cited 2023 Jul 31]. Available from: https://www.aacc.org/-/media/Files/Health-and-Science-Policy/Position-Statements/DirecttoConsumerLaboratoryTesting.pdf?la=en&hash=18864E273BDECF27DFE2F3305E21422AD1BB8A22.
- NW 1615 L. St, Washington S 800, Inquiries D 20036 U-419-4300 | M-857-8562 | F-419-4372 | M. Internet/Broadband Fact Sheet [Internet]. Pew Research Center: Internet, Science & Tech [cited 2023 Mar 5]. Available from: https://www.pewresearch.org/internet/fact-sheet/internet-broadband/.
- Vogels E A. Digital divide persists even as americans with lower incomes make gains in tech adoption. Pew Research Center [cited 2023 Jan 8]. Available from: https://www.pewresearch.org/fact-tank/2021/06/22/digital-divide-persists-even-as-americans-with-lower-incomes-make-gains-in-tech-adoption/.
- Saeed SA, Masters RM. Disparities in health care and the digital divide. Curr Psychiatry Rep. 2021;23(9):61. doi:10.1007/s11920-021-01274-4.
- Zhang T, Tsang W, Wijeysundera HC, et al. Reporting and representation of ethnic minorities in cardiovascular trials: a systematic review. Am Heart J. 2013;166(1):52–57. doi:10.1016/j.ahj.2013.03.022.
- Prasanna A, Miller HN, Wu Y, et al. Recruitment of black adults into cardiovascular disease trials. J Am Heart Assoc. 2021;10:e021108.
- Marzinke MA, Greene DN, Bossuyt PM, et al. Limited evidence for use of a black race modifier in eGFR calculations: a systematic review. Clin Chem. 2022;68(4):521–533. doi:10.1093/clinchem/hvab279.
- Hoppe C, Kerr D. Minority underrepresentation in cardiovascular outcome trials for type 2 diabetes. Lancet Diabetes Endocrinol. 2017;5(1):13. doi:10.1016/S2213-8587(16)30324-2.
- Oyer RA, Hurley P, Boehmer L, et al. Increasing racial and ethnic diversity in cancer clinical trials: an American Society of Clinical Oncology and Association of Community Cancer Centers joint research statement. J Clin Oncol. 2022;40(19):2163–2171. doi:10.1200/JCO.22.00754.
- Patel AGM, Hsiao CJ, Fasanya HO, et al. Accuracy in measuring racial disparities during the COVID-19 pandemic needs improvement. J Appl Lab Med. 2021;6(1):310–313.
- Sholle ET, Pinheiro LC, Adekkanattu P, et al. Underserved populations with missing race ethnicity data differ significantly from those with structured race/ethnicity documentation. J Am Med Inform Assoc. 2019;26(8-9):722–729. doi:10.1093/jamia/ocz040.
- Lee SJC, Grobe JE, Tiro JA. Assessing race and ethnicity data quality across cancer registries and EMRs in two hospitals. J Am Med Inform Assoc. 2016;23(3):627–634. doi:10.1093/jamia/ocv156.
- Thompson HM. Patient perspectives on gender identity data collection in electronic health records: an analysis of disclosure, privacy, and access to care. Transgend Health. 2016;1(1):205–215. doi:10.1089/trgh.2016.0007.
- Kostopoulou O, Tracey C, Delaney BC. Can decision support combat incompleteness and bias in routine primary care data? J Am Med Inform Assoc. 2021;28(7):1461–1467. doi:10.1093/jamia/ocab025.
- Burgess C, Kauth MR, Klemt C, et al. Evolving sex and gender in electronic health records. Fed Pract. 2019;36:271–277.