Predictors of cognitive impairment in patients undergoing ileostomy for colorectal cancer: a retrospective analysis Article Swipe
Jing Xu
,
Yuelan Yang
,
Die Hu
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.7717/peerj.15405
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.7717/peerj.15405
Background Early detection of cognitive impairment in patients undergoing ileostomy for colorectal cancer may help improve patient outcomes and quality of life. Identifying risk factors and clinically accessible factors is crucial for prevention and treatment. Objective This retrospective study aimed to identify risk factors for post-operative cognitive impairment in patients undergoing ileostomy for colorectal cancer and to explore potential factors for its prevention and treatment. Methods A total of 108 cases were selected and included in the study. Patient data including general characteristics, disease stage, complications, and chemotherapy status were collected, and sleep quality and cognitive function were assessed using questionnaires and follow-up. Patients were randomly divided into training and validation groups. A random forest model was used to rank clinical features based on their contribution to predicting the prognosis of cancer-related cognitive impairment (CRCI). Nomograms were constructed using the support vector machine–recursive feature elimination (SVM-RFE) method, and the minimal root-mean-square error (RMSE) values were compared to select the best model. Regression analysis was performed to determine independent predictors. Results Significant differences were observed in age, body mass index (BMI), alcohol consumption, frequency of physical activity, comorbidity, and cancer-related anemia (CRA) between the CRCI and non-CRCI groups. Random forest analysis revealed that age, BMI, exercise intensity, PSQI scores, and history of hypertension were the most significant predictors of outcome. Univariate logistic regression analysis of 18 variables revealed that age, alcohol consumption, exercise intensity, BMI, and comorbidity were significantly associated with the outcome of CRCI ( p < 0.05). Univariate and multivariate models with P-values less than 0.1 and 0.2, respectively, showed better predictive performance for CRCI. The results of univariate analysis were plotted on a nomogram to evaluate the risk of developing CRCI after colorectal cancer surgery. The nomogram was found to have good predictive performance. Finally, regression analysis revealed that age, exercise intensity, BMI, comorbidity, and CRA were independent predictors of CRCI. Conclusions This retrospective cohort study revealed that age, exercise intensity, BMI, comorbidity, CRA, and mobility are independent predictors of cognitive impairment in patients undergoing ileostomy for colorectal cancer. Identifying these factors and potential factors may have clinical implications in predicting and managing post-operative cognitive impairment in this patient population.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.7717/peerj.15405
- OA Status
- gold
- Cited By
- 7
- References
- 42
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4379472062
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4379472062Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.7717/peerj.15405Digital Object Identifier
- Title
-
Predictors of cognitive impairment in patients undergoing ileostomy for colorectal cancer: a retrospective analysisWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-06-05Full publication date if available
- Authors
-
Jing Xu, Yuelan Yang, Die HuList of authors in order
- Landing page
-
https://doi.org/10.7717/peerj.15405Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.7717/peerj.15405Direct OA link when available
- Concepts
-
Medicine, Comorbidity, Logistic regression, Nomogram, Univariate analysis, Internal medicine, Colorectal cancer, Retrospective cohort study, Body mass index, Physical therapy, Multivariate analysis, CancerTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
7Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 2, 2024: 3, 2023: 2Per-year citation counts (last 5 years)
- References (count)
-
42Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4379472062 |
|---|---|
| doi | https://doi.org/10.7717/peerj.15405 |
| ids.doi | https://doi.org/10.7717/peerj.15405 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/37304889 |
| ids.openalex | https://openalex.org/W4379472062 |
| fwci | 2.3616249 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D006801 |
| mesh[0].is_major_topic | False |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Humans |
| mesh[1].qualifier_ui | |
| mesh[1].descriptor_ui | D012189 |
| mesh[1].is_major_topic | False |
| mesh[1].qualifier_name | |
| mesh[1].descriptor_name | Retrospective Studies |
| mesh[2].qualifier_ui | |
| mesh[2].descriptor_ui | D007081 |
| mesh[2].is_major_topic | False |
| mesh[2].qualifier_name | |
| mesh[2].descriptor_name | Ileostomy |
| mesh[3].qualifier_ui | |
| mesh[3].descriptor_ui | D011788 |
| mesh[3].is_major_topic | False |
| mesh[3].qualifier_name | |
| mesh[3].descriptor_name | Quality of Life |
| mesh[4].qualifier_ui | Q000175 |
| mesh[4].descriptor_ui | D060825 |
| mesh[4].is_major_topic | True |
| mesh[4].qualifier_name | diagnosis |
| mesh[4].descriptor_name | Cognitive Dysfunction |
| mesh[5].qualifier_ui | |
| mesh[5].descriptor_ui | D000079690 |
| mesh[5].is_major_topic | True |
| mesh[5].qualifier_name | |
| mesh[5].descriptor_name | Postoperative Cognitive Complications |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D003693 |
| mesh[6].is_major_topic | True |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Delirium |
| mesh[7].qualifier_ui | Q000601 |
| mesh[7].descriptor_ui | D015179 |
| mesh[7].is_major_topic | True |
| mesh[7].qualifier_name | surgery |
| mesh[7].descriptor_name | Colorectal Neoplasms |
| mesh[8].qualifier_ui | |
| mesh[8].descriptor_ui | D006801 |
| mesh[8].is_major_topic | False |
| mesh[8].qualifier_name | |
| mesh[8].descriptor_name | Humans |
| mesh[9].qualifier_ui | |
| mesh[9].descriptor_ui | D012189 |
| mesh[9].is_major_topic | False |
| mesh[9].qualifier_name | |
| mesh[9].descriptor_name | Retrospective Studies |
| mesh[10].qualifier_ui | |
| mesh[10].descriptor_ui | D007081 |
| mesh[10].is_major_topic | False |
| mesh[10].qualifier_name | |
| mesh[10].descriptor_name | Ileostomy |
| mesh[11].qualifier_ui | |
| mesh[11].descriptor_ui | D011788 |
| mesh[11].is_major_topic | False |
| mesh[11].qualifier_name | |
| mesh[11].descriptor_name | Quality of Life |
| mesh[12].qualifier_ui | Q000175 |
| mesh[12].descriptor_ui | D060825 |
| mesh[12].is_major_topic | True |
| mesh[12].qualifier_name | diagnosis |
| mesh[12].descriptor_name | Cognitive Dysfunction |
| mesh[13].qualifier_ui | |
| mesh[13].descriptor_ui | D000079690 |
| mesh[13].is_major_topic | True |
| mesh[13].qualifier_name | |
| mesh[13].descriptor_name | Postoperative Cognitive Complications |
| mesh[14].qualifier_ui | |
| mesh[14].descriptor_ui | D003693 |
| mesh[14].is_major_topic | True |
| mesh[14].qualifier_name | |
| mesh[14].descriptor_name | Delirium |
| mesh[15].qualifier_ui | Q000601 |
| mesh[15].descriptor_ui | D015179 |
| mesh[15].is_major_topic | True |
| mesh[15].qualifier_name | surgery |
| mesh[15].descriptor_name | Colorectal Neoplasms |
| type | article |
| title | Predictors of cognitive impairment in patients undergoing ileostomy for colorectal cancer: a retrospective analysis |
| biblio.issue | |
| biblio.volume | 11 |
| biblio.last_page | e15405 |
| biblio.first_page | e15405 |
| topics[0].id | https://openalex.org/T13077 |
| topics[0].field.id | https://openalex.org/fields/27 |
| topics[0].field.display_name | Medicine |
| topics[0].score | 0.9998000264167786 |
| topics[0].domain.id | https://openalex.org/domains/4 |
| topics[0].domain.display_name | Health Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2740 |
| topics[0].subfield.display_name | Pulmonary and Respiratory Medicine |
| topics[0].display_name | Cancer-related cognitive impairment studies |
| topics[1].id | https://openalex.org/T10867 |
| topics[1].field.id | https://openalex.org/fields/27 |
| topics[1].field.display_name | Medicine |
| topics[1].score | 0.9941999912261963 |
| topics[1].domain.id | https://openalex.org/domains/4 |
| topics[1].domain.display_name | Health Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2706 |
| topics[1].subfield.display_name | Critical Care and Intensive Care Medicine |
| topics[1].display_name | Intensive Care Unit Cognitive Disorders |
| topics[2].id | https://openalex.org/T11011 |
| topics[2].field.id | https://openalex.org/fields/27 |
| topics[2].field.display_name | Medicine |
| topics[2].score | 0.9837999939918518 |
| topics[2].domain.id | https://openalex.org/domains/4 |
| topics[2].domain.display_name | Health Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2717 |
| topics[2].subfield.display_name | Geriatrics and Gerontology |
| topics[2].display_name | Frailty in Older Adults |
| is_xpac | False |
| apc_list.value | 1395 |
| apc_list.currency | USD |
| apc_list.value_usd | 1395 |
| apc_paid.value | 1395 |
| apc_paid.currency | USD |
| apc_paid.value_usd | 1395 |
| concepts[0].id | https://openalex.org/C71924100 |
| concepts[0].level | 0 |
| concepts[0].score | 0.7404648065567017 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q11190 |
| concepts[0].display_name | Medicine |
| concepts[1].id | https://openalex.org/C2779159551 |
| concepts[1].level | 2 |
| concepts[1].score | 0.5454126596450806 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q1414874 |
| concepts[1].display_name | Comorbidity |
| concepts[2].id | https://openalex.org/C151956035 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5323230624198914 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q1132755 |
| concepts[2].display_name | Logistic regression |
| concepts[3].id | https://openalex.org/C34626388 |
| concepts[3].level | 2 |
| concepts[3].score | 0.5065478086471558 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q721129 |
| concepts[3].display_name | Nomogram |
| concepts[4].id | https://openalex.org/C144301174 |
| concepts[4].level | 3 |
| concepts[4].score | 0.48091813921928406 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q7893852 |
| concepts[4].display_name | Univariate analysis |
| concepts[5].id | https://openalex.org/C126322002 |
| concepts[5].level | 1 |
| concepts[5].score | 0.4643780291080475 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q11180 |
| concepts[5].display_name | Internal medicine |
| concepts[6].id | https://openalex.org/C526805850 |
| concepts[6].level | 3 |
| concepts[6].score | 0.4585930407047272 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q188874 |
| concepts[6].display_name | Colorectal cancer |
| concepts[7].id | https://openalex.org/C167135981 |
| concepts[7].level | 2 |
| concepts[7].score | 0.45301347970962524 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q2146302 |
| concepts[7].display_name | Retrospective cohort study |
| concepts[8].id | https://openalex.org/C2780221984 |
| concepts[8].level | 2 |
| concepts[8].score | 0.44322526454925537 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q131191 |
| concepts[8].display_name | Body mass index |
| concepts[9].id | https://openalex.org/C1862650 |
| concepts[9].level | 1 |
| concepts[9].score | 0.37789350748062134 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q186005 |
| concepts[9].display_name | Physical therapy |
| concepts[10].id | https://openalex.org/C38180746 |
| concepts[10].level | 2 |
| concepts[10].score | 0.36968791484832764 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q1952580 |
| concepts[10].display_name | Multivariate analysis |
| concepts[11].id | https://openalex.org/C121608353 |
| concepts[11].level | 2 |
| concepts[11].score | 0.367058664560318 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q12078 |
| concepts[11].display_name | Cancer |
| keywords[0].id | https://openalex.org/keywords/medicine |
| keywords[0].score | 0.7404648065567017 |
| keywords[0].display_name | Medicine |
| keywords[1].id | https://openalex.org/keywords/comorbidity |
| keywords[1].score | 0.5454126596450806 |
| keywords[1].display_name | Comorbidity |
| keywords[2].id | https://openalex.org/keywords/logistic-regression |
| keywords[2].score | 0.5323230624198914 |
| keywords[2].display_name | Logistic regression |
| keywords[3].id | https://openalex.org/keywords/nomogram |
| keywords[3].score | 0.5065478086471558 |
| keywords[3].display_name | Nomogram |
| keywords[4].id | https://openalex.org/keywords/univariate-analysis |
| keywords[4].score | 0.48091813921928406 |
| keywords[4].display_name | Univariate analysis |
| keywords[5].id | https://openalex.org/keywords/internal-medicine |
| keywords[5].score | 0.4643780291080475 |
| keywords[5].display_name | Internal medicine |
| keywords[6].id | https://openalex.org/keywords/colorectal-cancer |
| keywords[6].score | 0.4585930407047272 |
| keywords[6].display_name | Colorectal cancer |
| keywords[7].id | https://openalex.org/keywords/retrospective-cohort-study |
| keywords[7].score | 0.45301347970962524 |
| keywords[7].display_name | Retrospective cohort study |
| keywords[8].id | https://openalex.org/keywords/body-mass-index |
| keywords[8].score | 0.44322526454925537 |
| keywords[8].display_name | Body mass index |
| keywords[9].id | https://openalex.org/keywords/physical-therapy |
| keywords[9].score | 0.37789350748062134 |
| keywords[9].display_name | Physical therapy |
| keywords[10].id | https://openalex.org/keywords/multivariate-analysis |
| keywords[10].score | 0.36968791484832764 |
| keywords[10].display_name | Multivariate analysis |
| keywords[11].id | https://openalex.org/keywords/cancer |
| keywords[11].score | 0.367058664560318 |
| keywords[11].display_name | Cancer |
| language | en |
| locations[0].id | doi:10.7717/peerj.15405 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S1983995261 |
| locations[0].source.issn | 2167-8359 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 2167-8359 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | True |
| locations[0].source.display_name | PeerJ |
| locations[0].source.host_organization | https://openalex.org/P4310320104 |
| locations[0].source.host_organization_name | PeerJ, Inc. |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320104 |
| locations[0].license | cc-by |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | PeerJ |
| locations[0].landing_page_url | https://doi.org/10.7717/peerj.15405 |
| locations[1].id | pmid:37304889 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | PeerJ |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/37304889 |
| locations[2].id | pmh:oai:pubmedcentral.nih.gov:10249619 |
| locations[2].is_oa | True |
| locations[2].source.id | https://openalex.org/S2764455111 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | PubMed Central |
| locations[2].source.host_organization | https://openalex.org/I1299303238 |
| locations[2].source.host_organization_name | National Institutes of Health |
| locations[2].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[2].license | cc-by |
| locations[2].pdf_url | https://pmc.ncbi.nlm.nih.gov/articles/PMC10249619/pdf/peerj-11-15405.pdf |
| locations[2].version | submittedVersion |
| locations[2].raw_type | Text |
| locations[2].license_id | https://openalex.org/licenses/cc-by |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | PeerJ |
| locations[2].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/10249619 |
| locations[3].id | pmh:oai:doaj.org/article:86cedb2a065449d59931aaf9a9b91f21 |
| locations[3].is_oa | False |
| locations[3].source.id | https://openalex.org/S4306401280 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | DOAJ (DOAJ: Directory of Open Access Journals) |
| locations[3].source.host_organization | |
| locations[3].source.host_organization_name | |
| locations[3].source.host_organization_lineage | |
| locations[3].license | |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | article |
| locations[3].license_id | |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | PeerJ, Vol 11, p e15405 (2023) |
| locations[3].landing_page_url | https://doaj.org/article/86cedb2a065449d59931aaf9a9b91f21 |
| indexed_in | crossref, doaj, pubmed |
| authorships[0].author.id | https://openalex.org/A5100380898 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-3307-2719 |
| authorships[0].author.display_name | Jing Xu |
| authorships[0].countries | CN |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I4210106952 |
| authorships[0].affiliations[0].raw_affiliation_string | Department of Gastroenterology, Changxing People's Hospital, Changxing, China |
| authorships[0].institutions[0].id | https://openalex.org/I4210106952 |
| authorships[0].institutions[0].ror | https://ror.org/02ez0zm48 |
| authorships[0].institutions[0].type | healthcare |
| authorships[0].institutions[0].lineage | https://openalex.org/I4210106952 |
| authorships[0].institutions[0].country_code | CN |
| authorships[0].institutions[0].display_name | Taixing People's Hospital |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Jing Xu |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Department of Gastroenterology, Changxing People's Hospital, Changxing, China |
| authorships[1].author.id | https://openalex.org/A5101209690 |
| authorships[1].author.orcid | |
| authorships[1].author.display_name | Yuelan Yang |
| authorships[1].countries | CN |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I4210106952 |
| authorships[1].affiliations[0].raw_affiliation_string | Department of Rehabilitation Medicine, Changxing People's Hospital, Changxing, China |
| authorships[1].institutions[0].id | https://openalex.org/I4210106952 |
| authorships[1].institutions[0].ror | https://ror.org/02ez0zm48 |
| authorships[1].institutions[0].type | healthcare |
| authorships[1].institutions[0].lineage | https://openalex.org/I4210106952 |
| authorships[1].institutions[0].country_code | CN |
| authorships[1].institutions[0].display_name | Taixing People's Hospital |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Yuelan Yang |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Department of Rehabilitation Medicine, Changxing People's Hospital, Changxing, China |
| authorships[2].author.id | https://openalex.org/A5084461937 |
| authorships[2].author.orcid | https://orcid.org/0000-0001-8081-8512 |
| authorships[2].author.display_name | Die Hu |
| authorships[2].countries | CN |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I4210106952 |
| authorships[2].affiliations[0].raw_affiliation_string | Department of Ultrasound Medicine, Changxing People's Hospital, Changxing, China |
| authorships[2].institutions[0].id | https://openalex.org/I4210106952 |
| authorships[2].institutions[0].ror | https://ror.org/02ez0zm48 |
| authorships[2].institutions[0].type | healthcare |
| authorships[2].institutions[0].lineage | https://openalex.org/I4210106952 |
| authorships[2].institutions[0].country_code | CN |
| authorships[2].institutions[0].display_name | Taixing People's Hospital |
| authorships[2].author_position | last |
| authorships[2].raw_author_name | Die Hu |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Department of Ultrasound Medicine, Changxing People's Hospital, Changxing, China |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.7717/peerj.15405 |
| open_access.oa_status | gold |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Predictors of cognitive impairment in patients undergoing ileostomy for colorectal cancer: a retrospective analysis |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T13077 |
| primary_topic.field.id | https://openalex.org/fields/27 |
| primary_topic.field.display_name | Medicine |
| primary_topic.score | 0.9998000264167786 |
| primary_topic.domain.id | https://openalex.org/domains/4 |
| primary_topic.domain.display_name | Health Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2740 |
| primary_topic.subfield.display_name | Pulmonary and Respiratory Medicine |
| primary_topic.display_name | Cancer-related cognitive impairment studies |
| related_works | https://openalex.org/W4210903696, https://openalex.org/W2156078606, https://openalex.org/W1975698825, https://openalex.org/W1984291133, https://openalex.org/W2092721488, https://openalex.org/W274490372, https://openalex.org/W2411442805, https://openalex.org/W2471405966, https://openalex.org/W2094620610, https://openalex.org/W1972351086 |
| cited_by_count | 7 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 2 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 3 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 2 |
| locations_count | 4 |
| best_oa_location.id | doi:10.7717/peerj.15405 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S1983995261 |
| best_oa_location.source.issn | 2167-8359 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 2167-8359 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | True |
| best_oa_location.source.display_name | PeerJ |
| best_oa_location.source.host_organization | https://openalex.org/P4310320104 |
| best_oa_location.source.host_organization_name | PeerJ, Inc. |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320104 |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | PeerJ |
| best_oa_location.landing_page_url | https://doi.org/10.7717/peerj.15405 |
| primary_location.id | doi:10.7717/peerj.15405 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S1983995261 |
| primary_location.source.issn | 2167-8359 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 2167-8359 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | True |
| primary_location.source.display_name | PeerJ |
| primary_location.source.host_organization | https://openalex.org/P4310320104 |
| primary_location.source.host_organization_name | PeerJ, Inc. |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320104 |
| primary_location.license | cc-by |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | PeerJ |
| primary_location.landing_page_url | https://doi.org/10.7717/peerj.15405 |
| publication_date | 2023-06-05 |
| publication_year | 2023 |
| referenced_works | https://openalex.org/W4210975612, https://openalex.org/W3086914979, https://openalex.org/W2991020945, https://openalex.org/W2799811907, https://openalex.org/W2151487996, https://openalex.org/W4298001988, https://openalex.org/W4292185169, https://openalex.org/W4229441257, https://openalex.org/W2018104348, https://openalex.org/W1994826554, https://openalex.org/W3139369224, https://openalex.org/W2964702710, https://openalex.org/W2905740803, https://openalex.org/W4289130879, https://openalex.org/W2072546701, https://openalex.org/W2118669458, https://openalex.org/W2131105131, https://openalex.org/W2985988567, https://openalex.org/W2098192159, https://openalex.org/W3084820885, https://openalex.org/W2606171824, https://openalex.org/W2754509749, https://openalex.org/W3171685207, https://openalex.org/W2982637342, https://openalex.org/W2888171838, https://openalex.org/W1654384350, https://openalex.org/W4294026384, https://openalex.org/W3087003597, https://openalex.org/W2165758561, https://openalex.org/W2525984666, https://openalex.org/W2295962440, https://openalex.org/W4297977743, https://openalex.org/W2343843201, https://openalex.org/W2938958557, https://openalex.org/W2772511437, https://openalex.org/W3128646645, https://openalex.org/W2016562315, https://openalex.org/W2140772483, https://openalex.org/W3080887299, https://openalex.org/W3195869677, https://openalex.org/W4200535094, https://openalex.org/W3129538348 |
| referenced_works_count | 42 |
| abstract_inverted_index.( | 244 |
| abstract_inverted_index.A | 66, 112 |
| abstract_inverted_index.a | 274 |
| abstract_inverted_index.p | 245 |
| abstract_inverted_index.18 | 224 |
| abstract_inverted_index.in | 6, 48, 75, 174, 334, 351, 358 |
| abstract_inverted_index.is | 29 |
| abstract_inverted_index.of | 3, 20, 68, 130, 183, 210, 217, 223, 242, 268, 280, 311, 331 |
| abstract_inverted_index.on | 123, 273 |
| abstract_inverted_index.to | 40, 56, 118, 126, 156, 165, 276, 291 |
| abstract_inverted_index.0.1 | 256 |
| abstract_inverted_index.108 | 69 |
| abstract_inverted_index.CRA | 307 |
| abstract_inverted_index.The | 266, 287 |
| abstract_inverted_index.and | 18, 25, 33, 55, 63, 73, 86, 91, 94, 101, 109, 147, 187, 194, 208, 234, 249, 257, 306, 326, 344, 353 |
| abstract_inverted_index.are | 328 |
| abstract_inverted_index.for | 10, 31, 44, 52, 60, 264, 338 |
| abstract_inverted_index.its | 61 |
| abstract_inverted_index.may | 13, 347 |
| abstract_inverted_index.the | 76, 128, 139, 148, 158, 192, 213, 240, 278 |
| abstract_inverted_index.was | 116, 163, 289 |
| abstract_inverted_index.< | 246 |
| abstract_inverted_index.0.2, | 258 |
| abstract_inverted_index.BMI, | 203, 233, 304, 323 |
| abstract_inverted_index.CRA, | 325 |
| abstract_inverted_index.CRCI | 193, 243, 282 |
| abstract_inverted_index.PSQI | 206 |
| abstract_inverted_index.This | 36, 314 |
| abstract_inverted_index.age, | 175, 202, 228, 301, 320 |
| abstract_inverted_index.best | 159 |
| abstract_inverted_index.body | 176 |
| abstract_inverted_index.data | 79 |
| abstract_inverted_index.good | 293 |
| abstract_inverted_index.have | 292, 348 |
| abstract_inverted_index.help | 14 |
| abstract_inverted_index.into | 107 |
| abstract_inverted_index.less | 254 |
| abstract_inverted_index.mass | 177 |
| abstract_inverted_index.most | 214 |
| abstract_inverted_index.rank | 119 |
| abstract_inverted_index.risk | 23, 42, 279 |
| abstract_inverted_index.than | 255 |
| abstract_inverted_index.that | 201, 227, 300, 319 |
| abstract_inverted_index.this | 359 |
| abstract_inverted_index.used | 117 |
| abstract_inverted_index.were | 71, 89, 97, 104, 136, 154, 172, 212, 236, 271, 308 |
| abstract_inverted_index.with | 239, 252 |
| abstract_inverted_index.(CRA) | 190 |
| abstract_inverted_index.CRCI. | 265, 312 |
| abstract_inverted_index.Early | 1 |
| abstract_inverted_index.after | 283 |
| abstract_inverted_index.aimed | 39 |
| abstract_inverted_index.based | 122 |
| abstract_inverted_index.cases | 70 |
| abstract_inverted_index.error | 151 |
| abstract_inverted_index.found | 290 |
| abstract_inverted_index.index | 178 |
| abstract_inverted_index.life. | 21 |
| abstract_inverted_index.model | 115 |
| abstract_inverted_index.sleep | 92 |
| abstract_inverted_index.study | 38, 317 |
| abstract_inverted_index.their | 124 |
| abstract_inverted_index.these | 342 |
| abstract_inverted_index.total | 67 |
| abstract_inverted_index.using | 99, 138 |
| abstract_inverted_index.(BMI), | 179 |
| abstract_inverted_index.(RMSE) | 152 |
| abstract_inverted_index.0.05). | 247 |
| abstract_inverted_index.Random | 197 |
| abstract_inverted_index.anemia | 189 |
| abstract_inverted_index.better | 261 |
| abstract_inverted_index.cancer | 12, 54, 285 |
| abstract_inverted_index.cohort | 316 |
| abstract_inverted_index.forest | 114, 198 |
| abstract_inverted_index.model. | 160 |
| abstract_inverted_index.models | 251 |
| abstract_inverted_index.random | 113 |
| abstract_inverted_index.select | 157 |
| abstract_inverted_index.showed | 260 |
| abstract_inverted_index.stage, | 84 |
| abstract_inverted_index.status | 88 |
| abstract_inverted_index.study. | 77 |
| abstract_inverted_index.values | 153 |
| abstract_inverted_index.vector | 141 |
| abstract_inverted_index.(CRCI). | 134 |
| abstract_inverted_index.Methods | 65 |
| abstract_inverted_index.Patient | 78 |
| abstract_inverted_index.Results | 169 |
| abstract_inverted_index.alcohol | 180, 229 |
| abstract_inverted_index.between | 191 |
| abstract_inverted_index.cancer. | 340 |
| abstract_inverted_index.crucial | 30 |
| abstract_inverted_index.disease | 83 |
| abstract_inverted_index.divided | 106 |
| abstract_inverted_index.explore | 57 |
| abstract_inverted_index.factors | 24, 28, 43, 59, 343, 346 |
| abstract_inverted_index.feature | 143 |
| abstract_inverted_index.general | 81 |
| abstract_inverted_index.groups. | 111, 196 |
| abstract_inverted_index.history | 209 |
| abstract_inverted_index.improve | 15 |
| abstract_inverted_index.method, | 146 |
| abstract_inverted_index.minimal | 149 |
| abstract_inverted_index.outcome | 241 |
| abstract_inverted_index.patient | 16, 360 |
| abstract_inverted_index.plotted | 272 |
| abstract_inverted_index.quality | 19, 93 |
| abstract_inverted_index.results | 267 |
| abstract_inverted_index.scores, | 207 |
| abstract_inverted_index.support | 140 |
| abstract_inverted_index.Finally, | 296 |
| abstract_inverted_index.P-values | 253 |
| abstract_inverted_index.Patients | 103 |
| abstract_inverted_index.analysis | 162, 199, 222, 270, 298 |
| abstract_inverted_index.assessed | 98 |
| abstract_inverted_index.clinical | 120, 349 |
| abstract_inverted_index.compared | 155 |
| abstract_inverted_index.evaluate | 277 |
| abstract_inverted_index.exercise | 204, 231, 302, 321 |
| abstract_inverted_index.features | 121 |
| abstract_inverted_index.function | 96 |
| abstract_inverted_index.identify | 41 |
| abstract_inverted_index.included | 74 |
| abstract_inverted_index.logistic | 220 |
| abstract_inverted_index.managing | 354 |
| abstract_inverted_index.mobility | 327 |
| abstract_inverted_index.nomogram | 275, 288 |
| abstract_inverted_index.non-CRCI | 195 |
| abstract_inverted_index.observed | 173 |
| abstract_inverted_index.outcome. | 218 |
| abstract_inverted_index.outcomes | 17 |
| abstract_inverted_index.patients | 7, 49, 335 |
| abstract_inverted_index.physical | 184 |
| abstract_inverted_index.randomly | 105 |
| abstract_inverted_index.revealed | 200, 226, 299, 318 |
| abstract_inverted_index.selected | 72 |
| abstract_inverted_index.surgery. | 286 |
| abstract_inverted_index.training | 108 |
| abstract_inverted_index.(SVM-RFE) | 145 |
| abstract_inverted_index.Nomograms | 135 |
| abstract_inverted_index.Objective | 35 |
| abstract_inverted_index.activity, | 185 |
| abstract_inverted_index.cognitive | 4, 46, 95, 132, 332, 356 |
| abstract_inverted_index.detection | 2 |
| abstract_inverted_index.determine | 166 |
| abstract_inverted_index.frequency | 182 |
| abstract_inverted_index.ileostomy | 9, 51, 337 |
| abstract_inverted_index.including | 80 |
| abstract_inverted_index.performed | 164 |
| abstract_inverted_index.potential | 58, 345 |
| abstract_inverted_index.prognosis | 129 |
| abstract_inverted_index.variables | 225 |
| abstract_inverted_index.Background | 0 |
| abstract_inverted_index.Regression | 161 |
| abstract_inverted_index.Univariate | 219, 248 |
| abstract_inverted_index.accessible | 27 |
| abstract_inverted_index.associated | 238 |
| abstract_inverted_index.clinically | 26 |
| abstract_inverted_index.collected, | 90 |
| abstract_inverted_index.colorectal | 11, 53, 284, 339 |
| abstract_inverted_index.developing | 281 |
| abstract_inverted_index.follow-up. | 102 |
| abstract_inverted_index.impairment | 5, 47, 133, 333, 357 |
| abstract_inverted_index.intensity, | 205, 232, 303, 322 |
| abstract_inverted_index.predicting | 127, 352 |
| abstract_inverted_index.predictive | 262, 294 |
| abstract_inverted_index.predictors | 216, 310, 330 |
| abstract_inverted_index.prevention | 32, 62 |
| abstract_inverted_index.regression | 221, 297 |
| abstract_inverted_index.treatment. | 34, 64 |
| abstract_inverted_index.undergoing | 8, 50, 336 |
| abstract_inverted_index.univariate | 269 |
| abstract_inverted_index.validation | 110 |
| abstract_inverted_index.Conclusions | 313 |
| abstract_inverted_index.Identifying | 22, 341 |
| abstract_inverted_index.Significant | 170 |
| abstract_inverted_index.comorbidity | 235 |
| abstract_inverted_index.constructed | 137 |
| abstract_inverted_index.differences | 171 |
| abstract_inverted_index.elimination | 144 |
| abstract_inverted_index.independent | 167, 309, 329 |
| abstract_inverted_index.performance | 263 |
| abstract_inverted_index.population. | 361 |
| abstract_inverted_index.predictors. | 168 |
| abstract_inverted_index.significant | 215 |
| abstract_inverted_index.chemotherapy | 87 |
| abstract_inverted_index.comorbidity, | 186, 305, 324 |
| abstract_inverted_index.consumption, | 181, 230 |
| abstract_inverted_index.contribution | 125 |
| abstract_inverted_index.hypertension | 211 |
| abstract_inverted_index.implications | 350 |
| abstract_inverted_index.multivariate | 250 |
| abstract_inverted_index.performance. | 295 |
| abstract_inverted_index.respectively, | 259 |
| abstract_inverted_index.retrospective | 37, 315 |
| abstract_inverted_index.significantly | 237 |
| abstract_inverted_index.cancer-related | 131, 188 |
| abstract_inverted_index.complications, | 85 |
| abstract_inverted_index.post-operative | 45, 355 |
| abstract_inverted_index.questionnaires | 100 |
| abstract_inverted_index.characteristics, | 82 |
| abstract_inverted_index.root-mean-square | 150 |
| abstract_inverted_index.machine–recursive | 142 |
| cited_by_percentile_year.max | 97 |
| cited_by_percentile_year.min | 94 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 3 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/3 |
| sustainable_development_goals[0].score | 0.7400000095367432 |
| sustainable_development_goals[0].display_name | Good health and well-being |
| citation_normalized_percentile.value | 0.88008807 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |