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Record W4389240031 · doi:10.1158/1538-7755.disp23-b019

Abstract B019: “It's probably just hemorrhoids”: A qualitative exploration of psychosocial and lifestyle changes and challenges accompanying an early-onset colorectal cancer diagnosis

2023· article· en· W4389240031 on OpenAlexaff
Charles R. Rogers, Kevin M. Korous, Mary A. De Vera, Aasma Shaukat, Ellen Brooks, Candace Henley, Wenora Johnson, Tiana N. Rogers

Bibliographic record

VenueCancer Epidemiology Biomarkers & Prevention · 2023
Typearticle
Languageen
FieldMedicine
TopicColorectal Cancer Screening and Detection
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPsychosocialMedicineColorectal cancerGerontologyQualitative researchQuality of life (healthcare)CancerPsychiatryInternal medicineNursing

Abstract

fetched live from OpenAlex

Abstract Background: Colorectal cancer (CRC) among adults aged < 50 years (early-onset CRC [EOCRC]) is projected to be the leading cause of cancer-related death by 2030. Unanswered questions remain regarding the effects of EOCRC on quality-of-life and psychosocial outcomes affected by an EOCRC. This qualitative study explored the lived experiences and perceptions of a sample of adult EOCRC survivors in the United States through one-on-one interviews. Methods: An early-onset CRC advocate survivor team (AST) member led 27 structured interviews virtually with adults diagnosed with early-onset CRC (mean age at diagnosis = 33.93±5.90). The interview guide consisted of 10 questions, which was co-developed by the lead author, third author, and two AST members. Data was analyzed using a 9-step inductive approach, where a hybrid coding approach was employed that involved both a priori codes as well as any concepts, actions, relationships, and meanings that differed from the pre-set codes. Results: Study participants were from across the country, with over half living in the Southern (44.4%) or Midwestern (22.2%) regions. Most participants were women (66.6%) and self-identified as Non-Hispanic White (85.2%). The age of study participants at the time of interview ranged from 28 to 53 years (mean age = 40.19 ± 5.99) and their age at diagnosis ranged from 26 to 44 years (mean age at diagnosis = 33.93 ± 5.90). Six overarching themes were identified from the interviews with two to three subthemes: 1) Signs and Symptoms (Self-Misdiagnosis, Provider Misdiagnosis), 2) Risk Factors (Family History, Lifestyle, Blame/Defensiveness), 3) System-Level Factors (Provider Recommendations, Navigating Care/Pace of Treatment, Perceptions of Medical Workers), 4) Quality of Life (Fertility and/or Sexual Health, Mental Health/Therapy, Self-Advocacy), 5) Social Support (Support Groups and Family, Friends, and Others), and 6) Reflection (Prevention, Personal, Advocacy). Conclusions: The overall lived-experiences gathered from interviewees highlights specific needs of early-onset CRC identify patients that can be used to inform educational material and comprehensive care. Although the causes of the increase in young-onset CRC remain unknown, psychosocial as well as lifestyle changes and challenges should be considered during treatment and future intervention as well as throughout survivorship in this younger population of CRC patients. Impact: The lived experiences and perceptions of EOCRC survivors highlight specific needs of this population that can inform both educational materials and comprehensive care. Citation Format: Charles R. Rogers, Kevin M. Korous, Mary A. De Vera, Aasma Shaukat, Ellen Brooks, Candace Henley, Wenora Johnson, Tiana N. Rogers. “It's probably just hemorrhoids”: A qualitative exploration of psychosocial and lifestyle changes and challenges accompanying an early-onset colorectal cancer diagnosis [abstract]. In: Proceedings of the 16th AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2023 Sep 29-Oct 2;Orlando, FL. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2023;32(12 Suppl):Abstract nr B019.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.014
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0080.007
Scholarly communication0.0030.003
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.243
GPT teacher head0.453
Teacher spread0.210 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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