Fine-tuning Llama-2-13B with AI-generated medical diagnoses: A novel strategy for optimizing ICD coding in gynecologic oncology.

Authors: Liang YL; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Graduate Institute of Clinical Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Chen CF; Division of Chest Medicine, Department of Internal Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; School of Medicine, College of Medicine, Chung Shan Medical University, Taichung, Taiwan., Wu MH; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Obstetrics and Gynecology, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Hsu KF; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Graduate Institute of Clinical Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Chang PT; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Chuang YJ; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Chen PF; Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Obstetrics and Gynecology, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Quality Center, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan. Electronic address: vicentidoc@gmail.com.

Source: Taiwanese journal of obstetrics & gynecology [Taiwan J Obstet Gynecol] 2025 Nov; Vol. 64 (6), pp. 978-984.

Publication Type: Journal Article; Validation Study

Journal Info: Publisher: Elsevier Country of Publication: China (Republic : 1949- ) NLM ID: 101213819 Publication Model: Print Cited Medium: Internet ISSN: 1875-6263 (Electronic) Linking ISSN: 10284559 NLM ISO Abbreviation: Taiwan J Obstet Gynecol Subsets: MEDLINE

MeSH Terms: Genital Neoplasms, Female*/diagnosis , International Classification of Diseases*/standards , Artificial Intelligence* , Clinical Coding*/methods , Clinical Coding*/standards, Humans ; Female ; Reproducibility of Results

Strategies and Challenges in Coding Ambiguous Information Using MedDRA ^® : An Exploration Among Norwegian Pharmacovigilance Officers.

Authors: Garmann T; Faculty of Health Sciences, Institute for Natural Science and Health, Oslo Metropolitan University, Postboks 4, St.Olavs plass, 0130, Oslo, Norway., Samdal H; Norwegian Medical Product Agency, Oslo, Norway., Sartori D; Uppsala Monitoring Centre, Uppsala, Sweden., Jahanlu D; Faculty of Health Sciences, Institute for Natural Science and Health, Oslo Metropolitan University, Postboks 4, St.Olavs plass, 0130, Oslo, Norway., Andersen F; Faculty of Health, Welfare and Organization, Østfold University College, Fredrikstad, Norway., Rocca E; Faculty of Health Sciences, Institute for Natural Science and Health, Oslo Metropolitan University, Postboks 4, St.Olavs plass, 0130, Oslo, Norway. elena.rocca@oslomet.no.

Source: Drug safety [Drug Saf] 2025 Nov; Vol. 48 (11), pp. 1253-1269. Date of Electronic Publication: 2025 Jul 01.

Publication Type: Journal Article

Journal Info: Publisher: Adis, Springer International Country of Publication: New Zealand NLM ID: 9002928 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1179-1942 (Electronic) Linking ISSN: 01145916 NLM ISO Abbreviation: Drug Saf Subsets: MEDLINE

MeSH Terms: Pharmacovigilance* , Adverse Drug Reaction Reporting Systems*/standards , Drug-Related Side Effects and Adverse Reactions*/epidemiology , Clinical Coding*/standards , Clinical Coding*/methods, Humans ; Norway ; Cross-Sectional Studies ; Focus Groups ; Surveys and Questionnaires ; Female ; Terminology as Topic ; Male ; Adult

Identifying Coding Intensity in Medicare Advantage Through Switchers.

Authors: Jacobs PD; U.S. Department of Health and Human Services, Agency for Healthcare Research and Quality, Division of Research and Modeling, Rockville, Maryland, USA., Layton TJ; Frank Batten School of Leadership and Public Policy, University of Virginia, Charlottesville, Virginia, USA.

Source: Health services research [Health Serv Res] 2025 Oct; Vol. 60 (5), pp. e14628. Date of Electronic Publication: 2025 Apr 28.

Publication Type: Journal Article

Journal Info: Publisher: Blackwell Country of Publication: United States NLM ID: 0053006 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1475-6773 (Electronic) Linking ISSN: 00179124 NLM ISO Abbreviation: Health Serv Res Subsets: MEDLINE

MeSH Terms: Medicare Part C*/statistics & numerical data , Medicare Part C*/economics , Clinical Coding*/statistics & numerical data, Humans ; United States ; Aged ; Male ; Female ; Aged, 80 and over ; Medicare/statistics & numerical data ; Health Status

Theranostics Finances and Coding of Today and a Look Forward.

Authors: Beyder D; Barnes-Jewish Hospital, BJC and Washington University, School of Medicine, St. Louis, Missouri dbeyder@gmail.com.

Source: Journal of nuclear medicine technology [J Nucl Med Technol] 2025 Dec 04; Vol. 53 (Suppl 1), pp. 144S-149S. Date of Electronic Publication: 2025 Dec 04.

Publication Type: Journal Article; Review

Journal Info: Publisher: Society of Nuclear Medicine Country of Publication: United States NLM ID: 0430303 Publication Model: Electronic Cited Medium: Internet ISSN: 1535-5675 (Electronic) Linking ISSN: 00914916 NLM ISO Abbreviation: J Nucl Med Technol Subsets: MEDLINE

MeSH Terms: Theranostic Nanomedicine*/economics , Clinical Coding*/economics, Humans ; United States ; Nuclear Medicine/economics

Quantifying coding integrity and reliability of ICD-11 MMS for rare disease registration: a case study of the Chinese rare disease catalogue.

Authors: Bai X; Collaborating Center for the WHO Family of International Classifications in China, Beijing, China.; Department of Medical Records, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China., Guo J; The Administrative Group of National Rare Diseases Registry System of China, Beijing, China., Zhang M; Collaborating Center for the WHO Family of International Classifications in China, Beijing, China.; Department of Medical Records, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China., Wang Y; Collaborating Center for the WHO Family of International Classifications in China, Beijing, China.; Department of Medical Records, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China., Li N; Department of Medical Records, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China. LNS@medmail.com.cn.; State Key Laboratory of Complex Severe and Rare Diseases, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Science, Beijing, China. LNS@medmail.com.cn.

Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 Dec 03; Vol. 25 (1), pp. 440. Date of Electronic Publication: 2025 Dec 03.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE

MeSH Terms: International Classification of Diseases*/standards , Rare Diseases*/epidemiology , Rare Diseases*/classification , Clinical Coding*/standards , Registries*/standards, Humans ; China/epidemiology ; Reproducibility of Results ; East Asian People

An Update on Coding and Billing for Regional Anesthesia and Analgesia (United States).

Authors: Kim RK; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA. Electronic address: rkwkim@stanford.edu., Ye Y; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA; Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA., Mariano ER; Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA; Anesthesiology and Perioperative Care Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA., Vorenkamp K; Division of Pain Medicine, Department of Anesthesiology, Duke University School of Medicine, Durham, NC, USA.

Source: Anesthesiology clinics [Anesthesiol Clin] 2025 Dec; Vol. 43 (4), pp. 771-783. Date of Electronic Publication: 2025 Sep 17.

Publication Type: Journal Article; Review

Journal Info: Publisher: Saunders Country of Publication: United States NLM ID: 101273663 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1932-2275 (Print) Linking ISSN: 19322275 NLM ISO Abbreviation: Anesthesiol Clin Subsets: MEDLINE

MeSH Terms: Anesthesia, Conduction*/economics , Clinical Coding* , Analgesia*/economics, United States ; Humans ; Current Procedural Terminology

Billing and Coding Guidance: Device and Discharge Planning.

Authors: Gusman E; Division of Pulmonary, Critical Care, and Sleep Medicine, University of California Los Angeles, Los Angeles, CA, USA., Wolfe LF; Department of Pulmonary and Critical Care Medicine, Northwestern Medicine, Chicago, IL, USA; Department of Neurology, Division of Sleep Medicine, Northwestern Medicine, Chicago, IL, USA. Electronic address: lwolfe@northwestern.edu.

Source: Sleep medicine clinics [Sleep Med Clin] 2025 Dec; Vol. 20 (4), pp. 557-565. Date of Electronic Publication: 2025 Sep 10.

Publication Type: Journal Article; Review

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101271531 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1556-4088 (Electronic) Linking ISSN: 1556407X NLM ISO Abbreviation: Sleep Med Clin Subsets: MEDLINE

MeSH Terms: Patient Discharge*/economics , Clinical Coding* , Ventilators, Mechanical*/economics , Noninvasive Ventilation*/economics , Noninvasive Ventilation*/instrumentation, Humans

How does the mapped ICD data in an EHR system compare to the hospital DAD data in Alberta, Canada?

Authors: Sandhu N; Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Cal Wenzal Precision Health Building, 3280 Hospital Drive NW, Calgary, Alberta, T2N 4Z6, Canada. namneet.sandhu@ucalgary.ca.; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada. namneet.sandhu@ucalgary.ca., Onos D; Health Information Management, Alberta Health Services, Alberta, Canada., Li B; Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Cal Wenzal Precision Health Building, 3280 Hospital Drive NW, Calgary, Alberta, T2N 4Z6, Canada.; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.; Alberta Health Services, Alberta, Canada.; Alberta Strategy for Patient Oriented Research Support Unit Data Platform, Alberta, Canada.; Provincial Research Data Services, Alberta, Canada., Southern DA; Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Cal Wenzal Precision Health Building, 3280 Hospital Drive NW, Calgary, Alberta, T2N 4Z6, Canada.; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada., Bakal JA; Alberta Health Services, Alberta, Canada.; Alberta Strategy for Patient Oriented Research Support Unit Data Platform, Alberta, Canada.; Provincial Research Data Services, Alberta, Canada., Shaheen AA; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.; Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada., Tower G; Health Information Management, Alberta Health Services, Alberta, Canada., Addison K; Health Information Management, Alberta Health Services, Alberta, Canada., Whittle S; Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Cal Wenzal Precision Health Building, 3280 Hospital Drive NW, Calgary, Alberta, T2N 4Z6, Canada.; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada., Quan H; Centre for Health Informatics, Cumming School of Medicine, University of Calgary, Cal Wenzal Precision Health Building, 3280 Hospital Drive NW, Calgary, Alberta, T2N 4Z6, Canada.; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.; Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.

Source: BMC health services research [BMC Health Serv Res] 2025 Nov 25; Vol. 25 (1), pp. 1523. Date of Electronic Publication: 2025 Nov 25.

Publication Type: Journal Article; Comparative Study

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088677 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6963 (Electronic) Linking ISSN: 14726963 NLM ISO Abbreviation: BMC Health Serv Res Subsets: MEDLINE

MeSH Terms: International Classification of Diseases* , Electronic Health Records*/statistics & numerical data , Clinical Coding* , Patient Discharge*/statistics & numerical data, Alberta ; Humans ; Retrospective Studies ; Databases, Factual

Why NHS hospital co-morbidity research may be wrong: how clinical coding fails to identify the impact of diabetes mellitus on cancer survival.

Authors: Zucker K; Leeds Institute of Data Analytics, University of Leeds, Leeds, UK. k.zucker@leeds.ac.uk.; School of Medicine, University of Leeds, Leeds, UK. k.zucker@leeds.ac.uk.; Leeds Teaching Hospitals NHS Trust, Leeds, UK. k.zucker@leeds.ac.uk., McInerney C; Sheffield School for Health and Related Research (SCHARR), University of Sheffield, Sheffield, UK., Glaser A; Leeds Institute of Data Analytics, University of Leeds, Leeds, UK.; School of Medicine, University of Leeds, Leeds, UK.; Leeds Teaching Hospitals NHS Trust, Leeds, UK., Baxter P; Leeds Institute of Data Analytics, University of Leeds, Leeds, UK.; School of Medicine, University of Leeds, Leeds, UK., Hall G; Leeds Institute of Data Analytics, University of Leeds, Leeds, UK.; School of Medicine, University of Leeds, Leeds, UK.; Leeds Teaching Hospitals NHS Trust, Leeds, UK.

Source: British journal of cancer [Br J Cancer] 2025 Nov; Vol. 133 (8), pp. 1137-1144. Date of Electronic Publication: 2025 Aug 09.

Publication Type: Journal Article; Observational Study

Journal Info: Publisher: Nature Publishing Group on behalf of Cancer Research UK Country of Publication: England NLM ID: 0370635 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-1827 (Electronic) Linking ISSN: 00070920 NLM ISO Abbreviation: Br J Cancer Subsets: MEDLINE

MeSH Terms: Diabetes Mellitus*/epidemiology , Diabetes Mellitus*/diagnosis , Clinical Coding*/standards , Neoplasms*/mortality , Neoplasms*/epidemiology , Prostatic Neoplasms*/mortality , Prostatic Neoplasms*/epidemiology, Humans ; Male ; Female ; Retrospective Studies ; Comorbidity ; Aged ; Middle Aged ; Breast Neoplasms/mortality ; Breast Neoplasms/epidemiology ; United Kingdom/epidemiology ; State Medicine ; Aged, 80 and over

Administrative coding for alpha-1 antitrypsin deficiency including the pi*ZZ phenotype is accurate in Sweden.

Authors: Boeckmans J; Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden.; In Vitro Liver Disease Modelling Team, Department of In Vitro Toxicology and Dermato-Cosmetology, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, Brussels, Belgium., Ullman S; Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden., Ludvigsson JF; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.; Department of Pediatrics, Örebro University Hospital, Örebro, Sweden.; Department of Medicine, Columbia University College of Physicians and Surgeons, New York, NY, USA., Wester A; Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden., Wahlin S; Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden.; Division of Hepatology, Department of Upper GI, Karolinska University Hospital, Stockholm, Sweden., Hagström H; Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden.; Division of Hepatology, Department of Upper GI, Karolinska University Hospital, Stockholm, Sweden.

Source: Scandinavian journal of gastroenterology [Scand J Gastroenterol] 2025 Nov; Vol. 60 (11), pp. 1096-1103. Date of Electronic Publication: 2025 Aug 11.

Publication Type: Journal Article; Validation Study

Journal Info: Publisher: Informa Healthcare Country of Publication: England NLM ID: 0060105 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1502-7708 (Electronic) Linking ISSN: 00365521 NLM ISO Abbreviation: Scand J Gastroenterol Subsets: MEDLINE

MeSH Terms: alpha 1-Antitrypsin Deficiency*/genetics , alpha 1-Antitrypsin Deficiency*/diagnosis , alpha 1-Antitrypsin Deficiency*/classification , International Classification of Diseases* , Clinical Coding*/standards, Humans ; Sweden ; Phenotype ; Adult ; Male ; Female ; Child ; Middle Aged ; Registries ; Adolescent ; Aged ; Child, Preschool ; Young Adult ; Infant ; Liver Diseases

Verification is All You Need: Prompting Large Language Models for Zero-Shot Clinical Coding.

Authors: Li S, Zheng C, Wu J, Xu Q, Xu X, Wang H, Sun Y, Bai Z, Xu Y, Zhu L, Hu W, Huang F

Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2025 Nov; Vol. 29 (11), pp. 8536-8549.

Publication Type: Journal Article

Journal Info: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 101604520 Publication Model: Print Cited Medium: Internet ISSN: 2168-2208 (Electronic) Linking ISSN: 21682194 NLM ISO Abbreviation: IEEE J Biomed Health Inform Subsets: MEDLINE

MeSH Terms: Natural Language Processing* , Clinical Coding*/methods, Humans ; Electronic Health Records ; International Classification of Diseases ; Deep Learning ; Large Language Models

Propensity Score Matching: A Step-by-Step Guide to Coding in R and Application in Observational Research Studies.

Authors: Kendall MA; Department of Surgery, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Zander T; Department of Surgery, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Wolansky RL; Department of Surgery, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Teixeira L; SporeData, Durham, NC, USA., Kuo PC; Department of Surgery, University of South Florida Morsani College of Medicine, Tampa, FL, USA.; Bay Pines Veterans Affairs Health Care System, Bay Pines, FL, USA.

Source: The American surgeon [Am Surg] 2025 Nov; Vol. 91 (11), pp. 1949-1955. Date of Electronic Publication: 2025 Jun 02.

Publication Type: Journal Article; Review

Journal Info: Publisher: SAGE Publications in association with Southeastern Surgical Congress Country of Publication: United States NLM ID: 0370522 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1555-9823 (Electronic) Linking ISSN: 00031348 NLM ISO Abbreviation: Am Surg Subsets: MEDLINE

MeSH Terms: Propensity Score* , Observational Studies as Topic*/methods , Clinical Coding*, Humans ; Female ; Pregnancy ; Cholecystitis/surgery ; Cholecystectomy

Quantifying the impact of clinical coding in chronic kidney disease on risk of death and COVID-19 death.

Authors: Stewart S; Donal O'Donoghue Renal Research Centre, Research & Innovation, Northern Care Alliance NHS Foundation Trust, Salford, England, United Kingdom.; Centre for Primary Care & Health Services Research, University of Manchester, Manchester, England, United Kingdom.; Division of Cardiovascular Sciences, University of Manchester, Manchester, England, United Kingdom., Kalra PA; Donal O'Donoghue Renal Research Centre, Research & Innovation, Northern Care Alliance NHS Foundation Trust, Salford, England, United Kingdom.; Division of Cardiovascular Sciences, University of Manchester, Manchester, England, United Kingdom., Kontopantelis E; Centre for Primary Care & Health Services Research, University of Manchester, Manchester, England, United Kingdom., Blakeman T; Centre for Primary Care & Health Services Research, University of Manchester, Manchester, England, United Kingdom.; National Institute for Health and Care Research (NIHR) Greater Manchester Patient Safety Research Collaboration (GM PSRC), Manchester, England, United Kingdom., Tilston G; National Institute for Health and Care Research (NIHR) Manchester Biomedical Research Centre, University of Manchester, England, United Kingdom., Sinha S; Donal O'Donoghue Renal Research Centre, Research & Innovation, Northern Care Alliance NHS Foundation Trust, Salford, England, United Kingdom.; Division of Cardiovascular Sciences, University of Manchester, Manchester, England, United Kingdom.

Source: PloS one [PLoS One] 2025 Oct 24; Vol. 20 (10), pp. e0333881. Date of Electronic Publication: 2025 Oct 24 (Print Publication: 2025).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

MeSH Terms: COVID-19*/mortality , COVID-19*/complications , Renal Insufficiency, Chronic*/mortality , Renal Insufficiency, Chronic*/diagnosis , Renal Insufficiency, Chronic*/complications , Clinical Coding*, Humans ; Male ; Female ; Middle Aged ; Aged ; SARS-CoV-2/isolation & purification ; Risk Factors ; England/epidemiology ; Aged, 80 and over ; Adult ; Propensity Score ; Retrospective Studies

Deep learning for automatic ICD coding: Review, opportunities and challenges.

Authors: Li X; School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning, 116026, China., Zhang Y; School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning, 116026, China. Electronic address: zhangyijia@dlmu.edu.cn., Hou X; School of Artificial Intelligence, Dalian Maritime University, Dalian, Liaoning, 116026, China., Wang S; School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning, 116026, China., Lin H; School of Computer Science and Technology, Dalian University of Technology, Dalian, Liaoning, 116024, China.

Source: Artificial intelligence in medicine [Artif Intell Med] 2025 Oct; Vol. 168, pp. 103187. Date of Electronic Publication: 2025 Jul 10.

Publication Type: Journal Article; Review; Systematic Review

Journal Info: Publisher: Elsevier Science Publishing Country of Publication: Netherlands NLM ID: 8915031 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-2860 (Electronic) Linking ISSN: 09333657 NLM ISO Abbreviation: Artif Intell Med Subsets: MEDLINE

MeSH Terms: Deep Learning* , International Classification of Diseases* , Clinical Coding*/methods, Humans ; Electronic Health Records ; Neural Networks, Computer

Tips and Tricks on Principal Care Management Coding and Billing.

Authors: Skeehan CD; Southcoast Health, New Bedford, Massachusetts., Gold P; Panorama Orthopedic & Spine Center, Golden, Colorado., Engstrom S; Vanderbilt University Medical Center, Nashville, Tennessee., Maxwell PC; Thomas Jefferson University, Philadelphia, Pennsylvania., Rana A; Maine Health Orthopedics and Sports Medicine, Falmouth, Maine.

Source: The Journal of arthroplasty [J Arthroplasty] 2025 Oct; Vol. 40 (10), pp. 2537-2539. Date of Electronic Publication: 2025 May 12.

Publication Type: Journal Article; Review

Journal Info: Publisher: Taylor and Francis Country of Publication: United States NLM ID: 8703515 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1532-8406 (Electronic) Linking ISSN: 08835403 NLM ISO Abbreviation: J Arthroplasty Subsets: MEDLINE

MeSH Terms: Clinical Coding* , Arthroplasty, Replacement*/economics, Humans ; United States ; Comorbidity ; Documentation

Artificial Intelligence to Improve Clinical Coding Practice in Scandinavia: Crossover Randomized Controlled Trial.

Authors: Chomutare T; Department of Computer Science, Faculty of Science and Technology, UiT The Arctic University of Norway, Hansine Hansens vei 54, Tromsø, N-9037, Norway, 47 47680032., Svenning TO; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Hernández MÁT; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Ngo PD; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Budrionis A; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Markljung K; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Hind LI; Department of Clinic for Surgery, Oncology and Women Health, University Hospital of North Norway, Tromsø, Norway., Torsvik T; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway., Mikalsen KØ; Department of Physics and Technology, UiT The Arctic University of Norway, Tromsø, Norway., Babic A; Group Research and Development, DNV (Norway), Sandvika, Norway., Dalianis H; Department of Health Data Analytics, Norwegian Centre for E-Health Research, Tromsø, Norway.; Department of Computer and Systems Sciences, Stockholm University, Stockholm, Sweden.

Source: Journal of medical Internet research [J Med Internet Res] 2025 Jul 03; Vol. 27, pp. e71904. Date of Electronic Publication: 2025 Jul 03.

Publication Type: Journal Article; Randomized Controlled Trial

Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 100959882 Publication Model: Electronic Cited Medium: Internet ISSN: 1438-8871 (Electronic) Linking ISSN: 14388871 NLM ISO Abbreviation: J Med Internet Res Subsets: MEDLINE

MeSH Terms: Artificial Intelligence* , Clinical Coding*/methods , Clinical Coding*/standards, Humans ; Cross-Over Studies ; Norway ; International Classification of Diseases ; Sweden

Analysis of Emergency Department-based Intensive Care Units on Coding and Revenue.

Authors: Sherman MH; Boston University Chobanian & Avedisian School of Medicine, Department of Emergency Medicine, Boston, Massachusetts., Kan VL; University of Massachusetts Chan Medical School, Department of Emergency Medicine, Worcester, Massachusetts., Gibbons P; University of Massachusetts Chan Medical School, Department of Emergency Medicine, Worcester, Massachusetts.; University of Massachusetts, Department of Anesthesiology & Perioperative Medicine, Worcester, Massachusetts., Garrell J; University of Massachusetts Chan Medical School, Department of Emergency Medicine, Worcester, Massachusetts., Reznek MA; University of Massachusetts Chan Medical School, Department of Emergency Medicine, Worcester, Massachusetts.

Source: The western journal of emergency medicine [West J Emerg Med] 2025 Sep 27; Vol. 26 (5), pp. 1192-1201. Date of Electronic Publication: 2025 Sep 27.

Publication Type: Journal Article

Journal Info: Publisher: Department of Emergency Medicine, University of California, Irvine Country of Publication: United States NLM ID: 101476450 Publication Model: Electronic Cited Medium: Internet ISSN: 1936-9018 (Electronic) Linking ISSN: 1936900X NLM ISO Abbreviation: West J Emerg Med Subsets: MEDLINE

MeSH Terms: Emergency Service, Hospital*/economics , Emergency Service, Hospital*/organization & administration , Emergency Service, Hospital*/statistics & numerical data , Intensive Care Units*/economics , Intensive Care Units*/organization & administration , Intensive Care Units*/statistics & numerical data , Clinical Coding*/statistics & numerical data , Clinical Coding*/economics, Humans ; Retrospective Studies ; Current Procedural Terminology

Variation in completeness of coding external cause of injuries under ICD-10-CM.

Authors: Stewart CC; Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA., Simon G; Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA gregory.e.simon@kp.org., Ahmedani BK; Henry Ford Health Center for Health Services Research, Detroit, Michigan, USA., Beck A; Kaiser Permanente Colorado Institute for Health Research, Denver, Colorado, USA., Daida YG; Kaiser Permanente Hawaii Center for Health Research, Honolulu, Hawaii, USA., Lynch FL; Kaiser Permanente Northwest Center for Health Research, Portland, Oregon, USA., Owen-Smith AA; Kaiser Permanente Georgia Center for Health Research, Atlanta, Georgia, USA.; Georgia State University, Atlanta, Georgia, USA., Negriff SL; Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, California, USA., Rossom R; HealthPartners Institute, Bloomington, Minnesota, USA., Sterling SA; Kaiser Permanente Division of Research, Oakland, California, USA., Lu CY; Department of Population Medicine, Harvard Medical School, Boston, Massachusetts, USA., Schoenbaum M; National Institute of Mental Health, Bethesda, Maryland, USA.

Source: Injury prevention : journal of the International Society for Child and Adolescent Injury Prevention [Inj Prev] 2025 Sep 23; Vol. 31 (5), pp. 412-415. Date of Electronic Publication: 2025 Sep 23.

Publication Type: Journal Article

Journal Info: Publisher: BMJ Pub. Group Country of Publication: England NLM ID: 9510056 Publication Model: Electronic Cited Medium: Internet ISSN: 1475-5785 (Electronic) Linking ISSN: 13538047 NLM ISO Abbreviation: Inj Prev Subsets: MEDLINE

MeSH Terms: International Classification of Diseases* , Wounds and Injuries*/etiology , Wounds and Injuries*/classification , Wounds and Injuries*/epidemiology , Clinical Coding*/standards , Clinical Coding*/statistics & numerical data, Humans ; Electronic Health Records/statistics & numerical data ; Emergency Service, Hospital/statistics & numerical data ; Female ; Male

Retrieval-Augmented Generation for ICD-10 Coding in German Clinical Texts - A Technical Case Report.

Authors: Krumscheid M; Department of Computer Science, Kempten University of Applied Sciences, Kempten, Germany.; Bavarian Center for Digital Health and Social Care, Kempten, Germany., Blömer J; Charité - Universitätsmedizin Berlin, Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany., Becker M; Department of Computer Science, Kempten University of Applied Sciences, Kempten, Germany.; Bavarian Center for Digital Health and Social Care, Kempten, Germany.

Source: Studies in health technology and informatics [Stud Health Technol Inform] 2025 Sep 03; Vol. 331, pp. 204-212.

Publication Type: Journal Article

Journal Info: Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE

MeSH Terms: International Classification of Diseases* , Natural Language Processing* , Clinical Coding*/methods , Information Storage and Retrieval*/methods , Electronic Health Records*, Germany ; Semantics ; Humans ; Vocabulary, Controlled

Use and Characteristics of Clinical Coding for Post-COVID Conditions in a Retrospective US Cohort.

Authors: Ford ND; Author Affiliations: Coronavirus and Other Respiratory Viruses Division, National Center for Immunization and Respiratory Diseases, CDC, Atlanta, Georgia (Drs Ford, Dalton, Koumans, and Saydah); GAP Solutions, Herndon, Virginia (Ms Baca); Inform and Disseminate Division, Office of Public Health Data, Surveillance, and Technology, CDC, Atlanta, Georgia (Ms Baca and Dr. Raykin); and Office of the Director, National Center for Immunization and Respiratory Diseases, CDC, Atlanta, Georgia (Dr Patel)., Baca S, Dalton AF, Koumans EH, Raykin J, Patel PR, Saydah S

Source: Journal of public health management and practice : JPHMP [J Public Health Manag Pract] 2025 Sep-Oct 01; Vol. 31 (5), pp. E292-E302. Date of Electronic Publication: 2025 Jul 17.

Publication Type: Journal Article

Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 9505213 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1550-5022 (Electronic) Linking ISSN: 10784659 NLM ISO Abbreviation: J Public Health Manag Pract Subsets: MEDLINE

MeSH Terms: COVID-19*/complications , COVID-19*/epidemiology , Clinical Coding*/statistics & numerical data , Clinical Coding*/methods , Clinical Coding*/standards, Humans ; Retrospective Studies ; United States/epidemiology ; Female ; Male ; Middle Aged ; Adult ; Aged ; International Classification of Diseases ; Child ; SARS-CoV-2 ; Cohort Studies