Using Artificial Intelligence to Develop a Multivariate Model with a Machine Learning Model to Predict Complications in Mexican Diabetic Patients without Arterial Hypertension (National Nested Case-Control Study): Metformin and Elevated Normal Blood Pressure Are Risk Factors, and Obesity Is Protective.
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| Title: | Using Artificial Intelligence to Develop a Multivariate Model with a Machine Learning Model to Predict Complications in Mexican Diabetic Patients without Arterial Hypertension (National Nested Case-Control Study): Metformin and Elevated Normal Blood Pressure Are Risk Factors, and Obesity Is Protective. |
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| Authors: | Zaizar-Fregoso SA; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico., Lara-Esqueda A; Facultad de Psicología y Terapia de la Comunicación Humana de la Universidad Juárez del Estado Durango, Durango 81301, Mexico., Hernández-Suarez CM; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico., Delgado-Enciso J; Fundacion para la Etica Educacion e Investigacion del Cancer del Instituto Estatal de Cancerologia de Colima AC, Colima 28085, Mexico., Garcia-Nevares A; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico., Canseco-Avila LM; Facultad de Ciencias Químicas Campus IV, Universidad Autónoma de Chiapas, Tapachula, 30700 Chiapas, Mexico., Guzman-Esquivel J; Instituto Mexicano del Seguro Social, Delegación Colima, Villa de Alvarez, 28983 Colima, Mexico., Rodriguez-Sanchez IP; Facultad de Ciencias Biológicas, Universidad Autonoma de Nuevo Leon, San Nicolás de los Garza, 66455 Nuevo Leon, Mexico., Martinez-Fierro ML; Unidad de Medicina Humana y Ciencias de La Salud, Universidad Autonoma de Zacatecas, Zacatecas 98160, Mexico., Ceja-Espiritu G; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico., Ochoa-Díaz-Lopez H; Departamento de Salud, El Colegio de La Frontera Sur, San Cristóbal de Las Casas, 29290 Chiapas, Mexico., Espinoza-Gomez F; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico., Sanchez-Diaz I; Subdirección de Prevención y Protección a la Salud, Instituto de Seguridad y Servicios Sociales de los Trabajadores del Estado, Ciudad de Mexico, 14070, Mexico., Delgado-Enciso I; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.; Instituto Estatal de Cancerología, Servicios de Salud del Estado de Colima, Colima 28085, Mexico. |
| Source: | Journal of diabetes research [J Diabetes Res] 2023 Feb 16; Vol. 2023, pp. 8898958. Date of Electronic Publication: 2023 Feb 16 (Print Publication: 2023). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Wiley Country of Publication: United States NLM ID: 101605237 Publication Model: eCollection Cited Medium: Internet ISSN: 2314-6753 (Electronic) NLM ISO Abbreviation: J Diabetes Res Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 36846513 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Using Artificial Intelligence to Develop a Multivariate Model with a Machine Learning Model to Predict Complications in Mexican Diabetic Patients without Arterial Hypertension (National Nested Case-Control Study): Metformin and Elevated Normal Blood Pressure Are Risk Factors, and Obesity Is Protective. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Zaizar-Fregoso+SA%22">Zaizar-Fregoso SA</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.<br /><searchLink fieldCode="AU" term="%22Lara-Esqueda+A%22">Lara-Esqueda A</searchLink>; Facultad de Psicología y Terapia de la Comunicación Humana de la Universidad Juárez del Estado Durango, Durango 81301, Mexico.<br /><searchLink fieldCode="AU" term="%22Hernández-Suarez+CM%22">Hernández-Suarez CM</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.<br /><searchLink fieldCode="AU" term="%22Delgado-Enciso+J%22">Delgado-Enciso J</searchLink>; Fundacion para la Etica Educacion e Investigacion del Cancer del Instituto Estatal de Cancerologia de Colima AC, Colima 28085, Mexico.<br /><searchLink fieldCode="AU" term="%22Garcia-Nevares+A%22">Garcia-Nevares A</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.<br /><searchLink fieldCode="AU" term="%22Canseco-Avila+LM%22">Canseco-Avila LM</searchLink>; Facultad de Ciencias Químicas Campus IV, Universidad Autónoma de Chiapas, Tapachula, 30700 Chiapas, Mexico.<br /><searchLink fieldCode="AU" term="%22Guzman-Esquivel+J%22">Guzman-Esquivel J</searchLink>; Instituto Mexicano del Seguro Social, Delegación Colima, Villa de Alvarez, 28983 Colima, Mexico.<br /><searchLink fieldCode="AU" term="%22Rodriguez-Sanchez+IP%22">Rodriguez-Sanchez IP</searchLink>; Facultad de Ciencias Biológicas, Universidad Autonoma de Nuevo Leon, San Nicolás de los Garza, 66455 Nuevo Leon, Mexico.<br /><searchLink fieldCode="AU" term="%22Martinez-Fierro+ML%22">Martinez-Fierro ML</searchLink>; Unidad de Medicina Humana y Ciencias de La Salud, Universidad Autonoma de Zacatecas, Zacatecas 98160, Mexico.<br /><searchLink fieldCode="AU" term="%22Ceja-Espiritu+G%22">Ceja-Espiritu G</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.<br /><searchLink fieldCode="AU" term="%22Ochoa-Díaz-Lopez+H%22">Ochoa-Díaz-Lopez H</searchLink>; Departamento de Salud, El Colegio de La Frontera Sur, San Cristóbal de Las Casas, 29290 Chiapas, Mexico.<br /><searchLink fieldCode="AU" term="%22Espinoza-Gomez+F%22">Espinoza-Gomez F</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.<br /><searchLink fieldCode="AU" term="%22Sanchez-Diaz+I%22">Sanchez-Diaz I</searchLink>; Subdirección de Prevención y Protección a la Salud, Instituto de Seguridad y Servicios Sociales de los Trabajadores del Estado, Ciudad de Mexico, 14070, Mexico.<br /><searchLink fieldCode="AU" term="%22Delgado-Enciso+I%22">Delgado-Enciso I</searchLink>; Facultad de Medicina, Universidad de Colima, Colima 28040, Mexico.; Instituto Estatal de Cancerología, Servicios de Salud del Estado de Colima, Colima 28085, Mexico. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101605237%22">Journal of diabetes research</searchLink> [J Diabetes Res] 2023 Feb 16; Vol. 2023, pp. 8898958. <i>Date of Electronic Publication: </i>2023 Feb 16 (<i>Print Publication: </i>2023). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley%22">Wiley </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101605237 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2314-6753 (Electronic) <i>NLM ISO Abbreviation: </i>J Diabetes Res <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=36846513 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1155/2023/8898958 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 8898958 Titles: – TitleFull: Using Artificial Intelligence to Develop a Multivariate Model with a Machine Learning Model to Predict Complications in Mexican Diabetic Patients without Arterial Hypertension (National Nested Case-Control Study): Metformin and Elevated Normal Blood Pressure Are Risk Factors, and Obesity Is Protective. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zaizar-Fregoso SA – PersonEntity: Name: NameFull: Lara-Esqueda A – PersonEntity: Name: NameFull: Hernández-Suarez CM – PersonEntity: Name: NameFull: Delgado-Enciso J – PersonEntity: Name: NameFull: Garcia-Nevares A – PersonEntity: Name: NameFull: Canseco-Avila LM – PersonEntity: Name: NameFull: Guzman-Esquivel J – PersonEntity: Name: NameFull: Rodriguez-Sanchez IP – PersonEntity: Name: NameFull: Martinez-Fierro ML – PersonEntity: Name: NameFull: Ceja-Espiritu G – PersonEntity: Name: NameFull: Ochoa-Díaz-Lopez H – PersonEntity: Name: NameFull: Espinoza-Gomez F – PersonEntity: Name: NameFull: Sanchez-Diaz I – PersonEntity: Name: NameFull: Delgado-Enciso I IsPartOfRelationships: – BibEntity: Dates: – D: 16 M: 02 Text: 2023 Feb 16 Type: published Y: 2023 Identifiers: – Type: issn-electronic Value: 2314-6753 Numbering: – Type: volume Value: 2023 Titles: – TitleFull: Journal of diabetes research Type: main |
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