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Academic Journal

Identification of relevant features using SEQENS to improve supervised machine learning models predicting AML treatment outcome.

Subjects: Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/therapy ; Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/diagnosis ; Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/Leukemia, Myeloid, Acute*/complications

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 May 01; Vol. 25 (1), pp. 179. Date of Electronic Publication: 2025 May Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

Mitigating underreported error in food frequency questionnaire data using a supervised machine learning method and error adjustment algorithm.

Subjects: Algorithms* ; Supervised Machine Learning*; Humans

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2023 Sep 09; Vol. 23 (1), pp. 178. Date of Electronic Publication: 2023 Sep Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

Leveraging large language models to mimic domain expert labeling in unstructured text-based electronic healthcare records in non-english languages.

  • Authors : Akbasli IT; Division of Pediatric Emergency, Department of Pediatrics, Faculty of Medicine, Hacettepe University, Ankara, Turkey. .; Life Support Center, Digital Health and Artificial Intelligence on Critical Care, Hacettepe University, Ankara, Turkey. .

Subjects: Electronic Health Records*/Electronic Health Records*/Electronic Health Records*/standards ; Natural Language Processing* ; Supervised Machine Learning*

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 Mar 31; Vol. 25 (1), pp. 154. Date of Electronic Publication: 2025 Mar Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

Predicting patient-reported outcomes following hip and knee replacement surgery using supervised machine learning.

  • Authors : Huber M; German Research Center for Environmental Health, Institute for Health Economics and Health Care Management, Helmholtz Zentrum München, Postfach 1129, 85758, Neuherberg, Germany. .; Kurz C

Subjects: Arthroplasty, Replacement, Hip* ; Arthroplasty, Replacement, Knee* ; Models, Theoretical*

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2019 Jan 08; Vol. 19 (1), pp. 3. Date of Electronic Publication: 2019 Jan 08.Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

Subsequence and distant supervision based active learning for relation extraction of Chinese medical texts.

  • Authors : Ye Q; School of Information Science and Technology, East China University of Science and Technology, Shanghai, 200237, China. .; Cai T

Subjects: Problem-Based Learning* ; Supervised Machine Learning*; Language

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2023 Feb 14; Vol. 23 (1), pp. 34. Date of Electronic Publication: 2023 Feb 14.Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

A hybrid method based on semi-supervised learning for relation extraction in Chinese EMRs.

  • Authors : Yang C; School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang, 621010, Sichuan, China. .; Sichuan Big Data and Intelligent Systems Engineering Technology Research Center, Mianyang, 621010, Sichuan, China. .

Subjects: Electronic Health Records* ; Supervised Machine Learning*; Algorithms

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2022 Jun 27; Vol. 22 (1), pp. 169. Date of Electronic Publication: 2022 Jun Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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Academic Journal

Semi-supervised incremental learning with few examples for discovering medical association rules.

  • Authors : Sánchez-de-Madariaga R; Telemedicine and e-Health Research Unit, Monforte de Lemos 5, Instituto de Salud Carlos III, 28029, Madrid, Spain. .; Instituto Mixto UNED-ISCIII, IMIENS, 28029, Madrid, Spain. .

Subjects: Algorithms* ; Supervised Machine Learning*; Data Mining/Data Mining/Data Mining/methods

  • Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2022 Jan 24; Vol. 22 (1), pp. 20. Date of Electronic Publication: 2022 Jan 24.Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947

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