<?xml version="1.0" encoding="UTF-8"?><doi_batch version="4.3.7" xmlns="http://www.crossref.org/schema/4.3.7" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.crossref.org/schema/4.3.7 http://www.crossref.org/schema/deposit/crossref4.3.7.xsd">
		<head>
		<doi_batch_id>cirpublications.com-uuDo-1791243215-k829584266</doi_batch_id>
		<timestamp>1791243215</timestamp>
		<depositor>
			<depositor_name>Clinical Intelligence Research Press</depositor_name>
			<email_address>info@cirpublications.com</email_address>
		</depositor>
		<registrant>Clinical Intelligence Research Press</registrant>
	</head>
	<body>
		<journal>
			<journal_metadata>
				<full_title>Journal of Health Informatics and Digital Systems</full_title>
				<abbrev_title>J. Health Inform. Digit. Syst.</abbrev_title>
				<issn>3149-8973</issn>
			</journal_metadata>
			<journal_issue>
				<publication_date>
					<year>2025</year>
				</publication_date>
				<journal_volume>
					<volume>5</volume>
				</journal_volume>
				<issue>2</issue>
			</journal_issue>
			<journal_article publication_type="full_text">
				<titles>
					<title>Wearable Calibration Transfer Across Device Generations: A Generalization Framework for Clinical Sensing</title>
				</titles>
								<contributors>
          					<person_name sequence="first" contributor_role="author">
            <given_name>Anna</given_name>
            <surname>Svensson</surname>
					</person_name>
          					<person_name sequence="additional" contributor_role="author">
            <given_name>Erik</given_name>
            <surname>Lindberg</surname>
					</person_name>
          				</contributors>
								<publication_date>
					<year>2025</year>
				</publication_date>
				<doi_data>
					<doi>10.68159/k829584266</doi>
					<resource>https://cirpublications.com/pub/journal/2/article/k829584266</resource>
				</doi_data>
				<citation_list>
          					<citation key="rk-10.68159/k829584266-75e5cbf2-97b9-43a5-b0f1-1064365eb2bc">
					  <unstructured_citation>Long P, Lu L, Chen Q, Chen Y, Li C, Luo X. Intelligent selection of healthcare supply chain mode – an applied research based on artificial intelligence. Front Public Health. 2023;11:1310016.</unstructured_citation>
						 <doi>10.3389/fpubh.2023.1310016</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-99ab712f-a6f2-40fd-b5fa-3b84ae795d41">
					  <unstructured_citation>Richey RG Jr, Chowdhury S, Davis-Sramek B, Giannakis M, Dwivedi YK. Artificial intelligence in logistics and supply chain management: a primer and roadmap for research. J Bus Logist. 2023;44(4):532-49.</unstructured_citation>
						 <doi>10.1111/jbl.12364</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-986355af-56d0-4e76-8513-862610044cfe">
					  <unstructured_citation>Kumar V, Goodarzian F, Ghasemi P, Chan FTS, Gupta N. Artificial intelligence applications in healthcare supply chain networks under disaster conditions. Int J Prod Res. 2025;63(2):395-403.</unstructured_citation>
						 <doi>10.1080/00207543.2024.2444150</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-7d593cf1-df8a-428c-8e58-80ae296c0881">
					  <unstructured_citation>Logozar K. The role of artificial intelligence in supply chain management: a systematic literature review. Entrep Res Innov. 2025;10(1):328-37.</unstructured_citation>
						 <doi>10.54820/entrenova-2024-0027</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-77a1e1df-f788-434b-ba11-a2827fd48af2">
					  <unstructured_citation>Clauson KA, Breeden EA, Davidson C, Mackey TK. Leveraging blockchain technology to enhance supply chain management in healthcare: an exploration of challenges and opportunities in the health supply chain. Blockchain Healthc Today. 2018;1:1-10.</unstructured_citation>
						 <doi>10.30953/bhty.v1.20</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-bd62451d-1aa8-469f-a27e-deca4d1b9fcf">
					  <unstructured_citation>Angus DC, Khera R, Lieu T, Liu V, Ahmad FS, Anderson B, et al. AI, health, and health care today and tomorrow: the JAMA Summit report on artificial intelligence. JAMA. 2025;334(18):1650-64.</unstructured_citation>
						 <doi>10.1001/jama.2025.18490</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-a212e99f-1ab2-4fba-a946-ab213ccfcccb">
					  <unstructured_citation>Poon EG, Lemak CH, Rojas JC, Guptill J, Classen D. Adoption of artificial intelligence in healthcare: survey of health system priorities, successes, and challenges. J Am Med Inform Assoc. 2025;32(7):1093-100.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-b6a07f28-fcdc-4f3a-ab92-262c21c06c0d">
					  <unstructured_citation>Kung TH, Cheatham M, Medenilla A, Sillos C, De Leon L, Elepaño C, et al. Performance of ChatGPT on USMLE: potential for AI-assisted medical education using large language models. PLOS Digit Health. 2023;2(2):e0000198.</unstructured_citation>
						 <doi>10.1371/journal.pdig.0000198</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-0f82cd4d-902b-4a74-a057-8cda5ee014db">
					  <unstructured_citation>Coiera E, Braithwaite J. Turbulence health systems: engineering a rapidly adaptive health system for times of crisis. BMJ Health Care Inform. 2021;28(1):e100363.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-62628dd4-edba-44fc-9454-6fbb622f71e9">
					  <unstructured_citation>Warde PR, Patel SS, Ferreira TD, Gershengorn HB, Bhatia MC, Parekh DJ, et al. Linking prediction models to government ordinances to support hospital operations during the COVID-19 pandemic. BMJ Health Care Inform. 2021;28(1):e100248.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-320480ce-57d6-4a68-a71e-399af43cf522">
					  <unstructured_citation>Tukur M, Saad G, AlShagathrh FM, Househ M, Agus M. Telehealth interventions during COVID-19 pandemic: a scoping review of applications, challenges, privacy and security issues. BMJ Health Care Inform. 2023;30(1):e100676.</unstructured_citation>
						 <doi>10.1136/bmjhci-2022-100676</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-3200251b-2ab5-44f1-aaa0-5f2940fcc1e0">
					  <unstructured_citation>Gellert GA, Kelly SP, Hsiao AL, Herrick B, Weis D, Lutz J, et al. COVID-19 surge readiness: use cases demonstrating how hospitals leveraged digital identity access management for infection control and pandemic response. BMJ Health Care Inform. 2022;29(1):e100680.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-df3b5e37-b285-4b27-abcc-f0e590494905">
					  <unstructured_citation>Vadaga AK, Dokuburra UR, Nekkanti H, Gudla SS, RK. Digital transformation in pharmaceuticals: the impact of AI on supply chain management. Intell Hosp. 2025;1(1):1-10.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-06861fa8-d9ea-43a6-bd80-4e98e17196e4">
					  <unstructured_citation>Frogner BK, Dill JS. Tracking turnover among health care workers during the COVID-19 pandemic: a cross-sectional study. JAMA Health Forum. 2022;3(4):e220371.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2022.0371</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-b0ace4db-6b39-4335-bc1f-2dce24d8162f">
					  <unstructured_citation>Mattingly TJ 2nd, Hyman DA, Bai G. Pharmacy benefit managers: history, business practices, economics, and policy. JAMA Health Forum. 2023;4(11):e233804.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2023.3804</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-c181ee97-1e1f-40f5-8126-80451b9a84aa">
					  <unstructured_citation>Mehtsun WT, Hyland CJ, Offodile AC. Adopting a circular economy for surgical care to address supply chain shocks and climate change. JAMA Health Forum. 2023;4(11):e233497.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2023.3497</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-7fe9eb65-9667-4b9b-a84c-970e69af6668">
					  <unstructured_citation>Mehrotra P, Malani P, Yadav P. Personal protective equipment shortages during COVID-19—supply chain–related causes and mitigation strategies. JAMA Health Forum. 2020;1(5):e200553.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2020.0553</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-6cdade4b-feff-4b99-a429-181538dcbb4e">
					  <unstructured_citation>Alexander GC, Qato DM. Ensuring access to medications in the US during the COVID-19 pandemic. JAMA. 2020;324(1):31-2.</unstructured_citation>
						 <doi>10.1001/jama.2020.6016</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-649d1099-0bf7-4969-acc8-75398fc296d5">
					  <unstructured_citation>Rajpurkar P, Chen E, Banerjee O, Topol EJ. AI in health and medicine. Nat Med. 2022;28(1):31-8.</unstructured_citation>
						 <doi>10.1038/s41591-021-01614-0</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-435b517a-4d85-4b7c-99c2-79226cf5a965">
					  <unstructured_citation>Brown JS, Maro JC, Nguyen M, Ball R. Using and improving distributed data networks to generate actionable evidence: the case of real-world outcomes in the Food and Drug Administration’s Sentinel system. J Am Med Inform Assoc. 2020;27(6):793-7.</unstructured_citation>
											</citation>
          					<citation key="rk-10.68159/k829584266-11ea896b-f267-4165-a08a-ced8213bd94e">
					  <unstructured_citation>Kannarkat JT, Denham MW, Sarpatwari A. Improving drug supply chain security. JAMA Health Forum. 2024;5(1):e234819.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2023.4819</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-67a9b2a6-2088-4b43-88af-629993922ae3">
					  <unstructured_citation>Socal MP, Greene JA, Sharfstein JM. US antibiotic importation and supply chain vulnerabilities. JAMA Health Forum. 2025;6(3):e250132.</unstructured_citation>
						 <doi>10.1001/jamahealthforum.2025.0132</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-0d00bb82-6e36-4abd-ac44-b9cd4eed7289">
					  <unstructured_citation>Ozawa S, Evans DR, Bessias S, Haynie DG, Yemeke TT, Laing SK, et al. Prevalence and estimated economic burden of substandard and falsified medicines in low- and middle-income countries: a systematic review and meta-analysis. JAMA Netw Open. 2018;1(4):e181662.</unstructured_citation>
						 <doi>10.1001/jamanetworkopen.2018.1662</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-74e9f674-3237-4160-85c3-596d0b27cc1a">
					  <unstructured_citation>Callaway Kim K, Shah S, Alexander GC. Drug shortages prior to and during the COVID-19 pandemic. JAMA Netw Open. 2024;7(3):e241692.</unstructured_citation>
						 <doi>10.1001/jamanetworkopen.2024.1692</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-b25b550b-6003-4d81-ad2a-9a044d86afcc">
					  <unstructured_citation>Socal MP, Greene JA, Sharfstein JM. Drug shortages—a study in complexity. JAMA Netw Open. 2024;7(3):e243879.</unstructured_citation>
						 <doi>10.1001/jamanetworkopen.2024.3879</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-1a6540d9-0c03-4002-83e3-04d5f1b70d12">
					  <unstructured_citation>Doyle J, Abraham S, Feeney L, Reeder-Hayes K, Chambers A. Effect of an intensive food-as-medicine program on health and health care use: a randomized clinical trial. JAMA Intern Med. 2024;184(2):154-63.</unstructured_citation>
						 <doi>10.1001/jamainternmed.2023.6670</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-940f693d-47e0-47cc-8d14-2adcfd07b650">
					  <unstructured_citation>Berwick DM. Salve lucrum: the existential threat of greed in US health care. JAMA. 2023;329(8):629-30.</unstructured_citation>
						 <doi>10.1001/jama.2023.0846</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-c1066ae0-81fe-4671-a3ad-1ef67dd991f7">
					  <unstructured_citation>Kuehn BM. Despite improvements, COVID-19’s health care disruptions persist. JAMA. 2021;325(22):2245-6.</unstructured_citation>
						 <doi>10.1001/jama.2021.8042</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-ec11132e-ca86-4bba-9002-9e2f214644e3">
					  <unstructured_citation>Kinard M, McCulloch BL, Jackson GP. Medical device tracking—how it is and how it should be. JAMA Intern Med. 2021;181(3):305-6.</unstructured_citation>
						 <doi>10.1001/jamainternmed.2020.7781</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-34178efd-3905-4f15-b013-e6118d3220ff">
					  <unstructured_citation>Shachar C. Pediatric drug and other shortages in the age of supply chain disruption. JAMA. 2023;329(19):1637-8.</unstructured_citation>
						 <doi>10.1001/jama.2023.6455</doi> 					</citation>
          					<citation key="rk-10.68159/k829584266-1aa2c443-c960-41bf-bc1c-b7a8f0cc24c9">
					  <unstructured_citation>Rubin R. Latin America and its global partners toil to procure medical supplies as COVID-19 pushes the region to its limit. JAMA. 2020;324(3):217-9.</unstructured_citation>
						 <doi>10.1001/jama.2020.10647</doi> 					</citation>
          				</citation_list>
			</journal_article>
		</journal>
	</body>
</doi_batch>
