Cited by 22Palliative Care and End-of-Life IssuesPalliative and Oncologic CareNursing care and research

Preparedness, resilience and unmet needs of informal caregivers of advanced cancer patients in a Regional Mission Hospital in Kenya: Qualitative Study

Open access
Too, Wesley, Lelei, Faith, Adam, Mary, Halestrap, Pete·2023·BMC Palliative Care

Abstract

Background: Cancer is the third highest cause of death in Kenya. Eighty percent of cancer cases arrive at advanced stages, when there is nothing that can be done to cure them, and palliative care is the best alternative. Although the majority of end-of-life care in Kenya is provided at home, little is known about the caregivers’ preparedness, resilience and continued unmet needs. The goal of this qualitative study was to explore caregivers’ perceived preparedness, resilience and continued unmet needs in their caregiving role to patients with advanced stages of cancer. Methods: A purposive sampling method was used to identify and recruit twelve informal, home-based caregivers of patients with advanced cancer from Kijabe Palliative Clinic data base. Interviews were conducted in patients' homes. The data was analyzed using interpretive phenomenological analysis approach. Ethical considerations were observed. Participants were kept anonymous and confidentiality. Results: Competing tasks, lack of preparedness in handling end-of-life care for patients in advanced stages of cancer were the main concerns. Continued unmet needs and financial stresses, and vulnerability for female caregivers all contributed to increased caregiver burden in this study. Caregivers were however determined and resilient amidst challenges that faced them, they exhibited hope against hopelessness. Some caregivers were vulnerable and faced potential for abuse following anticipated loss of their family member exacerbated psychosocial stress and needs Conclusion: Informal caregivers had common unmet needs related to caring for their advanced cancer patients. Whilst family caregivers had huge caregiver burden, insurmountable practical challenges related to role overload and competing tasks, they remained resilient though unprepared in giving end of life care. Recommendations: Caregivers should also be examined, prepared, and supported during clinic reviews. More research is needed on the use of telephones for caregiver follow-up, the impact of introducing caregiver-targeted screening tools on caregiver quality of life and their impact on enhancing caregiver well-being in order to prepare & support them adequately for the caregiving role.

AI snapshot

Written from the paper’s full text.

TL;DR

This qualitative study explored preparedness, resilience, and unmet needs among 12 informal caregivers of advanced cancer patients in a Kenyan mission hospital palliative care setting. Caregivers were largely unprepared for end-of-life care and faced financial, psychosocial, and role-related burdens, yet many remained resilient through hope, faith, and commitment.

Key findings

  • Caregivers reported lack of training and preparedness for end-of-life care, with competing tasks and helplessness as main concerns; one 26-year-old sister said, “I have not gotten any training to take care of her. It just comes from my willingness.”
  • Financial strain was pervasive: families depleted savings, sold assets, and feared loan-driven property loss; one 18-year-old grandson reported fear that their home “may one day be auctioned.”
  • Unmet needs included lack of support networks, psychological distress, physical effects such as weight loss (one caregiver lost 4.5 kg; another about 5 kg), and role strain, especially for female caregivers and those with children.
  • Resilience was common despite hardship: 8 of 12 patients died within one month of interviews and all had died within 3 months, yet caregivers expressed hope, prayer, marital vows, and determination to continue care.

Methods

  • Qualitative phenomenological design using interpretative phenomenological analysis (IPA), with purposive sampling of 12 informal home-based caregivers of adult patients with advanced cancer (stage 3 or 4; WHO performance status 3 or 4) from Kijabe Palliative Clinic database in Kenya.
  • In-depth semi-structured interviews were conducted in patients’ homes; 9 interviews richest for the research goal were first analyzed, then 3 more were added until no new codes emerged, suggesting data saturation.
  • Analysis followed IPA with descriptive, linguistic, and conceptual interpretation, in-case and across-case coding, theme clustering, and trustworthiness strategies including reflexivity, field notes, and interdisciplinary team review.

Limitations

  • The paper states findings cannot be generalized and that the mission-based referral hospital setting may not represent the true health care system in Kenya.
  • The paper notes no objective assessments were done to assess informal caregivers’ burden.
  • Evident from the text: the small purposive sample and strong hope for recovery among caregivers made it challenging for the interviewer to explore end-of-life symptoms and management.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1186/s12904-022-01048-6

Cites

24 of 24 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

25 of 37 cited sources checked · 10 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Caring for advanced cancer patients might have a negative impact on one's health.

    “Studies have shown that caring for advanced cancer patients might have a negative impact on one's health [1, 10, 11].”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites [1] Jite IE, Adetunji AA, Folasire AM, Akinyemi JO, Bello S. Caregiver burden and associated factors amongst carers of women with advanced breast cancer attending a radiation oncology clinic in Nigeria. Afr J Prim Health Care Fam Med. 2021;13(1):e1–8. source

      The Discussion reports caregiver burden and links it to perceived stress from caring for women with advanced breast cancer. The Conclusion likewise describes these caregivers as vulnerable. These passages support a possible negative effect on well-being, but they do not report a measured effect on caregivers’ health. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
    • cites [10] Johansen S, Cvancarova M, Ruland C. The Effect of Cancer Patients' and Their Family Caregivers' Physical and Emotional Symptoms on Caregiver Burden. Cancer Nurs. 2018;41(2):91–9. source
    • cites [11] Litzelman K, Kent EE, Mollica M, Rowland JH. How Does Caregiver Well-Being Relate to Perceived Quality of Care in Patients With Cancer? Exploring Associations and Pathways. J Clin Oncol. 2016;34(29):3554–61. source

      The Discussion (page unavailable) reports that patient depressive symptoms were associated with caregivers’ mental and physical health-related quality of life, so the paper supports a possible link between a patient’s condition and caregiver health. It does not establish that caregiving itself negatively affects health, or report that finding specifically for caregivers of advanced cancer patients. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • Premisecitation

    Informal caregivers are not adequately prepared to handle end-of-life care for patients with advanced cancer.

    “It is widely recognized that informal caregivers are not adequately prepared to handle end-of life-care for patients with advanced cancer [5, 6].”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [5] Costa-Requena G, Espinosa Val MC, Cristòfol R. Caregiver burden in end-of-life care: advanced cancer and final stage of dementia. Palliat Support Care. 2015;13(3):583–9. source
    • cites [6] Abdel-Malek R, Farag DE, Shohdy KS, Cox S. Availability of Informal Caregivers for Palliative Care Patients with Cancer: Is there a Difference between Higher- and Lower-Income Settings. Indian J Palliat Care. 2019;25(3):379–82. source
  • Interpretationcitation

    There are potential differences between male and female caregivers' needs and psychological health.

    “These findings highlight the potential differences between male and female caregivers' needs and psychological health.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [15] Ketcher D, Trettevik R, Vadaparampil ST, Heyman RE, Ellington L, Reblin M. Caring for a spouse with advanced cancer: similarities and differences for male and female caregivers. J Behav Med. 2020;43(5):817–28. source
  • Premisecitation

    Informal caregivers' unmet needs, the effects they experience as a result of caregiving, and potential resources and sources of support largely remain unknown in the East African setting.

    “the informal caregivers’ unmet needs, the effects they experience as a result of caregiving, and potential resources and sources of support largely remain unknown in the East African setting [17].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [17] Malloy P, Boit J, Tarus A, Marete J, Ferrell B, Ali Z. Providing Palliative Care to Patients with Cancer: Addressing the Needs in Kenya. Asia Pac J Oncol Nurs. 2017;4(1):45–9. source

      The Abstract says caregiver burden in Kenya is rising, and ‘Assessing the Needs’ calls for research specific to Kenya’s needs. Neither passage says that informal caregivers’ unmet needs, caregiving effects, or potential sources of support largely remain unknown across East Africa. The case study describes support provided to one family rather than establishing that broader knowledge gap. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • Findingnone given

    Informal caregivers had common unmet needs related to caring for their advanced cancer patients.

    “Informal caregivers had common unmet needs related to caring for their advanced cancer patients.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 40
  • May combine two claims. 42
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    A study reported significant challenges for patients living with advanced cancer and their informal caregivers, including persistent physical symptoms, psychosocial concerns, difficulties with coordination of care, and possible lack of available resources and supports if the person is no longer being followed by cancer health care professionals.

    “A study assessing unmet needs of patients living with advanced cancer and their informal caregivers report significant challenges, including persistent physical symptoms and psychosocial concerns, difficulties with coordination of care, and possible lack of available resources and supports if the person is no longer being followed by cancer health care professionals [2].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [2] Booker R, Bays S, Burnett L, Torchetti T. Supporting People and Their Caregivers Living with Advanced Cancer: From Individual Experience to a National Interdisciplinary Program. Semin Oncol Nurs. 2021;37(4):151169. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A study found a considerably high prevalence of depression in cancer patients' caregivers.

    “In a study to estimate the prevalence rate of depression in cancer patient informal caregivers and to identify factors affecting depression and quality of life of cancer caregivers found out that a considerably high prevalence of depression is found in cancer patients’ caregivers.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [13] Geng HM, Chuang DM, Yang F, Yang Y, Liu WM, Liu LH, et al. Prevalence and determinants of depression in caregivers of cancer patients: A systematic review and meta-analysis. Medicine (Baltimore). 2018;97(39):e11863. source
  • May combine two claims.

    Premisecitation

    Resilience may be critical to informal caregivers' abilities to manage stress, be effective sources of support to patients, and feel ready to make future medical decisions on behalf of patients.

    “studies have shown that resilience may be critical to informal caregivers' abilities to manage stress, be effective sources of support to patients, and feel ready to make future medical decisions on behalf of patients [3, 7].”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [3] Dionne-Odom JN, Azuero A, Taylor RA, Wells RD, Hendricks BA, Bechthold AC, et al. Resilience, preparedness, and distress among family caregivers of patients with advanced cancer. Support Care Cancer. 2021;29(11):6913–20. source
    • cites [7] van Roij J, Brom L, Sommeijer D, van de Poll-Franse L, Raijmakers N. Self-care, resilience, and caregiver burden in relatives of patients with advanced cancer: results from the eQuiPe study. Support Care Cancer. 2021;29(12):7975–84. source

      The Background (page unavailable) says resilience may help informal caregivers adapt to negative events and bear caregiving burden, which supports the stress-management part of the claim. The Results associate greater resilience with lower caregiver burden. Neither passage establishes that resilience makes caregivers more effective sources of support to patients or more ready to make future medical decisions for them. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Caregiving must be balanced against pre-existing roles and duties.

    “In addition, caregiving must be balanced against pre-existing roles and duties [3].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [3] Dionne-Odom JN, Azuero A, Taylor RA, Wells RD, Hendricks BA, Bechthold AC, et al. Resilience, preparedness, and distress among family caregivers of patients with advanced cancer. Support Care Cancer. 2021;29(11):6913–20. source

      The Introduction describes substantial caregiving demands, and the Discussion describes a rapid accumulation of new tasks for family members. Neither passage addresses balancing caregiving against pre-existing roles or duties; searches for competing responsibilities and existing roles found no such passage in our copy. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Patients with cancer require a variety of services, including disease and treatment monitoring, symptom management, medication administration, emotional support, personal care assistance, and instrument care assistance.

    “Patients with cancer require a variety of services, including disease and treatment monitoring, symptom management, medication administration, emotional support, personal care assistance, and instrument care assistance [2].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [2] Booker R, Bays S, Burnett L, Torchetti T. Supporting People and Their Caregivers Living with Advanced Cancer: From Individual Experience to a National Interdisciplinary Program. Semin Oncol Nurs. 2021;37(4):151169. source

      The “Unmet Needs of Patients Living with Advanced Cancer” section describes needs for symptom management and psychosocial support, and the “Role of Community Programs and Services” section discusses practical and emotional support. The paper focuses on advanced cancer and does not substantiate the full list of services attributed to it, particularly medication administration, personal care assistance, and instrument care assistance. Page numbers are unavailable in our copy. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Previous studies show that factors associated with caregiver burden include previous hospitalisation of the care recipient and perceived dysfunction in patients' activities of daily living.

    “Previous studies show that factors associated with caregiver burden include previous hospitalisation of the care recipient and perceived dysfunction in patients’ activities of daily living [1].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [1] Jite IE, Adetunji AA, Folasire AM, Akinyemi JO, Bello S. Caregiver burden and associated factors amongst carers of women with advanced breast cancer attending a radiation oncology clinic in Nigeria. Afr J Prim Health Care Fam Med. 2021;13(1):e1–8. source
  • Classified as probably not a substantial claim.

    Premisecitation

    Resilience among many informal caregivers of patients with advanced cancer has been suggested as a primary component in their ability to withstand psychological strain and function effectively in the task despite carrying a heavy load of caregiving responsibilities.

    “Resilience among many informal caregivers of patients with advanced cancer has been suggested as a primary component in their ability to withstand psychological strain and function effectively in the task despite carrying a heavy load of caregiving responsibilities [3, 7].”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [3] Dionne-Odom JN, Azuero A, Taylor RA, Wells RD, Hendricks BA, Bechthold AC, et al. Resilience, preparedness, and distress among family caregivers of patients with advanced cancer. Support Care Cancer. 2021;29(11):6913–20. source
    • cites [7] van Roij J, Brom L, Sommeijer D, van de Poll-Franse L, Raijmakers N. Self-care, resilience, and caregiver burden in relatives of patients with advanced cancer: results from the eQuiPe study. Support Care Cancer. 2021;29(12):7975–84. source

      The Background (page not available) suggests resilience may help relatives of patients with advanced cancer bear caregiving burden and reports associations with less depression and better health. The Results also associate higher resilience with lower odds of high caregiver burden. The paper does not establish resilience as a primary component or show that it enables caregivers to function effectively in caregiving tasks. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Informal caregivers may require coaching and emotional support as a result of their own emotional reactions to the patients' diagnosis and prognosis.

    “Furthermore, informal caregivers may require coaching and emotional support as a result of their own emotional reactions to the patients' diagnosis and prognosis [4].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [4] Kent EE, Rowland JH, Northouse L, Litzelman K, Chou WY, Shelburne N, et al. Caring for caregivers and patients: Research and clinical priorities for informal cancer caregiving. Cancer. 2016;122(13):1987–95. source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Studies reported higher resilience associated with higher caregiver preparedness, higher readiness for surrogate decision-making, and lower anxiety and depressive symptoms.

    “Whilst studies examining resiliency and preparedness of informal caregivers of advanced cancer patients reported higher resilience associated with higher caregiver preparedness, higher readiness for surrogate decision-making and lower anxiety and depressive symptoms [3, 8, 9]”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites [3] Dionne-Odom JN, Azuero A, Taylor RA, Wells RD, Hendricks BA, Bechthold AC, et al. Resilience, preparedness, and distress among family caregivers of patients with advanced cancer. Support Care Cancer. 2021;29(11):6913–20. source
    • cites [8] McDonald J, Swami N, Pope A, Hales S, Nissim R, Rodin G, et al. Caregiver quality of life in advanced cancer: Qualitative results from a trial of early palliative care. Palliat Med. 2018;32(1):69–78. source
    • cites [9] Phillips SS, Ragas DM, Tom LS, Hajjar N, Dong X, Simon MA. Voices of Informal Caregivers and Community Stakeholders: Whether and How to Develop an Informal Caregiver Training Program. J Community Health. 2016;41(3):550–6. source

      The Introduction discusses economic resilience through caregiver training, while Methods > Analysis describes an examination of recommendations for that program; neither reports an association between resilience and preparedness, surrogate decision-making readiness, anxiety, or depressive symptoms. Searches for those associations and for advanced cancer caregivers found no relevant passage in our copy. Page numbers were not provided. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    One study has mentioned up to thirty different tasks that informal caregivers are involved in.

    “One study has mentioned up to thirty different tasks that informal caregivers are involved in, the majority of which our informal caregivers shared [23].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [23] Glajchen M. Physical well-being of oncology caregivers: an important quality-of-life domain. Semin Oncol Nurs. 2012;28(4):226–35. source

      The Adverse Physical Outcomes section lists many tasks performed by family caregivers, including personal care, household work and medication management. The Assessment of Caregivers’ Physical Well-being section also discusses the number and nature of caregiving tasks. Neither section reports a study identifying up to thirty distinct tasks, so the specific count is unsupported; page numbers are unavailable in our copy. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Female informal caregivers had significantly higher levels of perceived stress, depression, anxiety, and social strain compared with male caregivers.

    “It is reported that female informal caregivers had significantly higher levels of perceived stress, depression, anxiety, and social strain compared with male caregivers [15].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [15] Ketcher D, Trettevik R, Vadaparampil ST, Heyman RE, Ellington L, Reblin M. Caring for a spouse with advanced cancer: similarities and differences for male and female caregivers. J Behav Med. 2020;43(5):817–28. source

      The Results (page unavailable) report significantly higher perceived stress, depression, and anxiety among female than male spouse caregivers of patients with advanced cancer. The non-abstract Results and Discussion passages do not establish a significant difference in social strain, and the claim does not specify the study’s spouse-caregiver population. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In other studies, role strain correlates to the number of other competing roles, which in turn is determined by the stage of lifespan that a caregiver was in.

    “In other studies, role strain correlates to the number of other competing roles, which in turn is determined by the stage of lifespan that a caregiver was in [1, 3]”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [1] Jite IE, Adetunji AA, Folasire AM, Akinyemi JO, Bello S. Caregiver burden and associated factors amongst carers of women with advanced breast cancer attending a radiation oncology clinic in Nigeria. Afr J Prim Health Care Fam Med. 2021;13(1):e1–8. source

      The Discussion (page unavailable) describes caregiving alongside paid employment and adult offspring’s responsibilities to their own families, supporting the idea of competing roles. It does not establish that role strain correlates with the number of competing roles or that this number is determined by a caregiver’s life stage; caregiver age was not significantly associated with perceived burden in this study. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites [3] Dionne-Odom JN, Azuero A, Taylor RA, Wells RD, Hendricks BA, Bechthold AC, et al. Resilience, preparedness, and distress among family caregivers of patients with advanced cancer. Support Care Cancer. 2021;29(11):6913–20. source

      The Introduction and Discussion describe numerous caregiving tasks and stressors, but do not relate role strain to the number of competing roles or relate those roles to a caregiver’s life stage. Searches for “role strain” and “lifespan life stage competing roles” found no passage making that connection; the only exact mention of “role strain” was in a reference title. (LLM, conf=0.75)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Gender differences have been linked to differences in caregiver stress, burden, anxiety, depression, and coping styles, as well as how caregiver's gender impacts patient outcomes in the context of advanced cancer patients.

    “Further, gender differences have been linked to differences in caregiver stress, burden, anxiety, depression, and coping styles, as well as how caregiver’s gender impacts patient outcomes in the context of advanced cancer patients [10, 14].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [10] Johansen S, Cvancarova M, Ruland C. The Effect of Cancer Patients' and Their Family Caregivers' Physical and Emotional Symptoms on Caregiver Burden. Cancer Nurs. 2018;41(2):91–9. source
    • cites [14] Ketcher D, Otto AK, Vadaparampil ST, Heyman RE, Ellington L, Reblin M. The Psychosocial Impact of Spouse-Caregiver Chronic Health Conditions and Personal History of Cancer on Well-being in Patients With Advanced Cancer and Their Caregivers. J Pain Symptom Manage. 2021;62(2):303–11. source

      The Results (Sample Characteristics; page unavailable) report caregivers’ genders, but do not compare outcomes by gender. The Methods (Data Analysis; page unavailable) and Results instead examine chronic conditions and caregivers’ cancer history. Searches for gender differences and caregiver gender found no passage linking gender to caregiver stress, burden, anxiety, depression, coping styles, or patient outcomes. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    A study has shown that caregiver labor costs were often unappreciated by their informal caregivers and completely unrecognized by the healthcare system at large.

    “A study has shown that caregiver labor costs were often unappreciated by their informal caregivers and completely unrecognized by the healthcare system at large [22].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [22] Schulz R, Sherwood PR. Physical and mental health effects of family caregiving. Am J Nurs. 2008;108(9 Suppl):23–7 quiz 7. source

      The Abstract (page unavailable) describes informal caregiving as unpaid work and says families provide services that would cost hundreds of billions of dollars annually if purchased. It does not say caregivers often fail to appreciate those costs or that the healthcare system completely fails to recognize them. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Evidence-based caregiver interventions are well documented.

    “Whilst evidence-based caregiver interventions are well documented [16]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [16] Northouse LL, Katapodi MC, Song L, Zhang L, Mood DW. Interventions with family caregivers of cancer patients: meta-analysis of randomized trials. CA Cancer J Clin. 2010;60(5):317–39. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The majority of the thirty tasks mentioned in prior work were shared by the informal caregivers in this study.

    “One study has mentioned up to thirty different tasks that informal caregivers are involved in, the majority of which our informal caregivers shared [23].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [23] Glajchen M. Physical well-being of oncology caregivers: an important quality-of-life domain. Semin Oncol Nurs. 2012;28(4):226–35. source

      The Adverse Physical Outcomes section lists many tasks performed by oncology caregivers, including personal care, household work, transportation, paperwork and medication management. It does not state that there are up to thirty different tasks. The comparison with the citing authors’ own caregivers is their finding, not one this source could establish. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    Competing tasks and lack of preparedness in handling end-of-life care for patients in advanced stages of cancer were the main concerns of caregivers in this study.

    “Competing tasks, lack of preparedness in handling end-of-life care for patients in advanced stages of cancer were the main concerns.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Continued unmet needs, financial stresses, and vulnerability for female caregivers all contributed to increased caregiver burden in this study.

    “Continued unmet needs and financial stresses, and vulnerability for female caregivers all contributed to increased caregiver burden in this study.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Family caregivers had huge caregiver burden and insurmountable practical challenges related to role overload and competing tasks.

    “Whilst family caregivers had huge caregiver burden, insurmountable practical challenges related to role overload and competing tasks”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Caregivers were determined and resilient amidst challenges that faced them, and exhibited hope against hopelessness.

    “Caregivers were however determined and resilient amidst challenges that faced them, they exhibited hope against hopelessness.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Some caregivers were vulnerable and faced potential for abuse following anticipated loss of their family member, which exacerbated psychosocial stress and needs.

    “Some caregivers were vulnerable and faced potential for abuse following anticipated loss of their family member exacerbated psychosocial stress and needs”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Family caregivers remained resilient though unprepared in giving end-of-life care.

    “they remained resilient though unprepared in giving end of life care.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Children of informal caregivers feel the stress and can get overwhelmed.

    “If the caregiver has parenting responsibilities, they need to be equipped on how to care for the children, as they too feel the stress, and can get overwhelmed.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Tasks included medication acquisition and dispensing, symptom management, meals and nutritional assistance, supervision of treatments, adherence, emotional support, communication with the healthcare providers, and many others.

    “Tasks included medication acquisition and dispensing, symptom management, meals and nutritional assistance, supervision of treatments, adherence, emotional support, communication with the healthcare providers, and many others.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Two informal caregivers left their matrimonial homes to care for their loved ones; one with the blessing of her husband and the other with resistance from her husband.

    “Two informal caregivers left their matrimonial homes to care for their loved ones; one with the blessing of her husband and the other with resistance from her husband.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Basic activities of daily living such as feeding and toileting were difficult for patients and posed significant challenges for caregivers.

    “In some cases, basic activities of daily living such as feeding and toileting were difficult for the patients, and this posed significant challenges for the caregiver.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Hope for recovery was also shared by the church sometimes and perpetuated by it.

    “This hope for recovery is also shared by the church sometimes and perpetuated by it.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    In the study setting, caregivers' contribution to the informal healthcare workforce goes unrecognized and uncompensated by the government and the healthcare system.

    “This is similar to our setting where caregivers’ contribution to the informal healthcare workforce goes unrecognized and uncompensated by the government and the healthcare system.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Findingnone given

    The other competing realities of life like farm work, childcare and other social responsibilities remained, and no provision was made to adjust effects of the impact to informal caregivers of cancer patients.

    “The other competing realities of life like farm work, childcare and other social responsibilities remained, and no provision was made to adjust effects of the impact to informal caregivers of cancer patients.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The majority of informal caregivers were strained, stressed and felt helpless in the face of impending death of their loved ones.

    “The majority were strained, stressed and felt helpless in the face of impending death of their loved ones.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    A 67-year-old husband caregiver of a wife with advanced esophageal cancer reported having no maid or money to employ one and did cooking, boiling drinking water, and laundry.

    “Another caregiver (husband) taking care of his wife who had advanced esophageal cancer reported:”
    • Also stated in: § Resilience · plain
      “I have no maid, I don’t have any money to employ one…. I cook for her; I boil for her drinking water …. I do her laundry”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Majority of informal caregivers experienced difficulties of having to face expensive or costly treatments with limited resources or a times unhelpful state-cover insurance (NHIF) and hence found disposing of assets and good the only option and way out.

    “Majority experienced difficulties of having to face expensive or costly treatments with limited resources or a times unhelpful state-cover insurance (NHIF) and hence found disposing of assets and good the only option and way out.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Findingown data

    Informal caregivers continue to face unlimited challenges in their caregiving including unmet needs at individual-level.

    “Informal caregivers continue to face unlimited challenges in their caregiving including unmet needs at individual-level.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    A 41-year-old daughter caring for a mother with advanced pancreatic cancer and a 35-year-old daughter-in-law prayed for God's strength or intervention.

    “A 41-year-old daughter prays for God’s strength to keep caring for their mother who has advanced pancreatic cancer and as does a 35-year-old daughter in law who prays for God’s intervention”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    A 26-year-old female caregiver of a sister with advanced gastric cancer expressed psychosocial effects of caring for a patient at end of life.

    “Another 26-year-old female caring for a sister with advanced gastric patient expresses psychosocial effects of caring for a patient at end of life”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    A 41-year-old respondent left her matrimonial home to care for her mother.

    “One respondent aged 41 who left her matrimonial home to care for her mother said:”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    A 26-year-old caregiver of a sister with advanced gastric cancer had no prior training or preparedness and provided care from willingness.

    “Another 26-year-old reports of caring for their family member (sister) with advanced Gastric cancer with no prior training or preparedness, but simply offering care”
    • Also stated in: § Data analysis · plain
      “I have not gotten any training to take care of her. It just comes from my willingness”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The mental and psychological effects were due to anxieties of what next, should the patient die; occasionally, it was due to anticipated grief.

    “The mental and psychological effects were due to anxieties of what next, should the patient die. Occasionally, it was due to anticipated grief.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    A 41-year-old female caregiver of an advanced pancreatic cancer patient reported lack of knowledge on what to do next and did what she knew best.

    “In one other case, a 41-year-old female caregiver caring for advanced pancreatic cancer patient reported lack of knowledge on what to do next for their patient and stated that so and state that she simply does what she knows best.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    Though informal caregivers were resilient, they were overwhelmed with their caregiving role amidst other competing tasks, had increasing unmet needs which negatively impacted on their quality of life.

    “Though informal caregivers were resilient, they were overwhelmed with their caregiving role amidst other competing tasks, had increasing unmet needs which negatively impacted on their quality of life.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    End-of life care needs, information needs, and coping strategies remained largely unaddressed among many informal caregivers of advanced cancer patients.

    “End-of life care needs, information needs, and coping strategies remained largely unaddressed among many informal caregivers of advanced cancer patients:”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Some unmet needs of informal caregivers include lack of network of support, psychological impact of caregiving with no resources to support them, and helplessness related to hopeless situation or state of caregiving.

    “Some of their unmet needs include lack of network of support, psychological impact of caregiving with no resources to support them, helplessness related to hopeless situation or state of caregiving.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Most families in this study had depleted their savings and resources and were getting poorer with financial demands each day.

    “As such, most families had depleted their savings and resources and were getting poorer with financial demands each day.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Findingnone given

    As the disease progressed, the level of patient dependence increased, and so does the demands on the caregiver.

    “As the disease progressed, the level of patient dependence increased, and so does the demands on the caregiver.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    This study revealed lack of priorities and ways of integrating informal caregivers into formal health care settings.

    “This study revealed lack of priorities and ways of integrating informal caregivers into formal health care settings.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Findingreasoning

    The study showed that there are a lot of unaddressed issues for further investigation along primary caregiving experiences which merit inquiry.

    “The study showed that there are a lot of unaddressed issues for further investigation along primary caregiving experiences which merit inquiry.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Resiliency was also evident among some informal caregivers who when faced with state of hopelessness, they did not give up instead, they found coping strategies and pushed on with their caregiving.

    “Resiliency was also evident among some informal caregivers who when faced with state of hopelessness, they did not give up instead, they found coping strategies and pushed on with their caregiving.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Though some reported difficulties in care-giving, they overcame all odds and supported their family member(s) suffering from advanced cancer.

    “Though some reported difficulties in care-giving, they overcame all odds and supported their family member(s) suffering from advanced cancer.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Caregiver 6 spoke of a time when she physically felt unwell, and required hospitaladmission before they realized that she was simply overwhelmed, and had counseling prior to discharge.

    “Caregiver 6 spoke of a time when she physically felt unwell, and required hospitaladmission before they realized that she was simply overwhelmed, and had counseling prior to discharge.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Other mental roles include deciding on when the patient required attention and where to take them.

    “Other mental roles include deciding on when the patient required attention and where to take them.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Other informal caregivers have sacrificed a lot in their support.

    “Other informal caregivers have sacrificed a lot in their support.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A study revealed increased caregiver burden in family caregivers influenced by interplay of patients' and their own symptoms and problems.

    “A study assessing the effect of cancer patients' and their informal caregivers' physical and emotional symptoms on caregiver burden, revealed increased caregiver burden in family caregiver influenced by interplay of patients' and their own symptoms and problems [10].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10] Johansen S, Cvancarova M, Ruland C. The Effect of Cancer Patients' and Their Family Caregivers' Physical and Emotional Symptoms on Caregiver Burden. Cancer Nurs. 2018;41(2):91–9. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    There were significant associations between caregiver burden and patient-related variables such as self-efficacy, sleep disturbance, social support, fatigue and symptoms.

    “For instance, there were significant associations between caregiver burden and the patient-related variables such as self-efficacy, sleep disturbance, social support, fatigue and symptoms.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10] Johansen S, Cvancarova M, Ruland C. The Effect of Cancer Patients' and Their Family Caregivers' Physical and Emotional Symptoms on Caregiver Burden. Cancer Nurs. 2018;41(2):91–9. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Interventions recommended include assessing the caregiver's situation and needs, such as referring to appropriate services and resources, which is critical for wellbeing of caregiver.

    “Interventions recommended include assessing the caregiver's situation and needs such as referring to appropriate services and resources which is critical for wellbeing of caregiver [12].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] Alam S, Hannon B, Zimmermann C. Palliative Care for Family Caregivers. J Clin Oncol. 2020;38(9):926–36. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Field notes were taken during and right after each interview to ensure reflexivity.

    “To ensure reflexivity, field notes were taken both during and right after each interview.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The research team deliberated each topic and concept's applicability to the study issue until agreement was obtained.

    “The research team deliberated each topic and concept's applicability to the study issue until agreement was obtained [18].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [18] Smith JAFP, Larkin M. Interpretative phenomenological analysis. Theory, method and research. London: SAGE; 2009.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    A collaborative interdisciplinary team used in-case and across-case assessments to confirm the themes' applicability.

    “a collaborative interdisciplinary team used in-case and across-case assessments to confirm the themes' applicability.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Informal caregivers play a key role in palliative care in sub-Saharan Africa, a context fraught with inadequate healthcare services coupled with poverty, making home-based care the only available option for many chronically and terminally ill persons.

    “Informal caregivers play a key role in palliative care in sub-Saharan Africa, a context fraught with inadequate healthcare services coupled with poverty, making home-based care the only available option for many chronically and terminally ill persons [21].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] Downing J, Powell R, Mwangi-Powell F. Home-Based Palliative Care in sub-Saharan Africa. Home Healthc Nurse. 2010;28:298–307. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Lack of acceptance of death made it a challenge for the interviewer to explore end-of-life symptoms and management.

    “As such, given the lack of acceptance of death it was a challenge for the interviewer to explore end of life symptoms and management.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    The study used a small number of participants as recommended by interpretative phenomenological analysis.

    “As recommended by the interpretative phenomenological analysis (IPA) [18], only a small number of participants meeting inclusion criteria.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [18] Smith JAFP, Larkin M. Interpretative phenomenological analysis. Theory, method and research. London: SAGE; 2009.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The analysis was carried out in a controlled and traceable manner to assure trustworthiness and credibility.

    “The analysis was carried out in a controlled and traceable manner to assure trustworthiness and credibility”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    This study strengthens the need to raise awareness and equip informal caregivers with requisite knowledge and skills to face end-of life.

    “This study strengthens the need to raise awareness and equip informal caregivers with requisite knowledge and skills to face end-of life.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    For informal caregivers who also had to care for their own children and other farm work, they would be expected to experience greater role-strain, and potentially be more overwhelmed, than caregivers who simply had one caregiving task alone.

    “This implies that for informal caregivers who also had to care for their own children and other farm work would, therefore, be expected to experience greater role-strain, and potentially be more overwhelmed, than caregivers who simply had one caregiving task alone.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Erdwins and his colleagues had findings that supported the role-strain theory: that the more social roles a caregiver carries out, the more likely the caregiver is to experience stress, strain and negative affect.

    “Erdwins and his colleagues had findings that supported the role-strain theory: that the more social roles a caregiver carries out, the more likely the caregiver is to experience stress, strain and negative affect [24].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Erdwins C, Buffardi L, Casper W, O'Brien A. The Relationship of Women's Role Strain to Social Support, Role Satisfaction, and Self-Efficacy*. Family Relations. 2004;50:230–8. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    No objective assessments were done to assess informal caregivers' burden in this study.

    “While there were no objective assessments done to assess informal caregivers’ burden, it did seem true in this study that informal caregivers, particularly those that had school going children experienced a greater burden contributing to increased unmet needs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    This study provides sufficient evidence and basis to inform future practice of palliative and end of life care among informal caregivers facing complex coordination of tasks and logistics required to deliver needed care.

    “This study provides sufficient evidence and basis to inform future practice of palliative and end of life care among informal caregivers facing complex coordination of tasks and logistics required to deliver needed care.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The study was done within a mission-based referral hospital which may not represent the true health care system in Kenya.

    “Another limitation of this study includes settings; it was done within mission-based referral hospital which may not represent the true health care system in Kenya”
    Quote in the paperNot a substantial claim
67 of 67
  • The paper relies on this without support.

    The preparedness, resilience, and unmet needs of informal caregivers of advanced cancer patients in Kenya are not well understood.

    “little is known about the caregivers’ preparedness, resilience and continued unmet needs.”
    “the population of informal caregivers and their tasks, psychosocial needs, preparedness, and resilience are not well understood.”
  • The paper relies on this without support.

    Informal caregivers for advanced cancer patients are a fundamental source of care for cancer patients in Kenya.

    “Whilst informal caregivers for advanced cancer patients are a fundamental source of care for cancer patients in Kenya”
  • The paper relies on this without support.

    Hospice support and respite care to support caregivers are a luxury of the rich in Kenya.

    “It is thought that hospice support and respite care to support caregivers are a luxury of the rich in Kenya.”
3 of 3

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • A description of caregiver 2 gives caregiver 8's age and a different cancer

    Minor

    The passage introduces an 18-year-old caring for a grandfather with metastatic pancreatic cancer, but attributes the quote to CG2, a 21-year-old grandson whose patient is listed with prostate cancer.

  • Caregiver 2 is called a son instead of a grandson

    Minor

    The narrative calls the 21-year-old caregiver a son, but Table 1 and the attribution of his quote identify him as a grandson.

  • Children's account is introduced as caregiver 8's but attributed to caregiver 6

    Minor

    The text introduces the account of seven children as caregiver 8's, while the accompanying quote is attributed to CG6.

  • Caregiver 3's patient is described as both mother and father

    Minor

    One passage identifies the 41-year-old daughter's patient as her mother; another identifies the patient as her father. Both descriptions specify advanced pancreatic cancer.

  • Caregiver 5 is called a wife despite being listed as a husband

    Minor

    The unmet-needs quote labels CG5 a 67-year-old wife, but Table 1 identifies CG5 as a 67-year-old male husband.

  • Caregiver 8's patient is assigned different cancers

    Minor

    The narrative says the 18-year-old grandson cared for a grandfather with metastatic lung cancer, whereas Table 1 lists his patient as having prostate cancer with spine metastases.

  • Caregiver 7's patient is listed as female but described as her husband

    Minor

    Table 1 lists the patient cared for by the 42-year-old caregiver as female, while the narrative calls that patient her husband.

  • Caregiver 4 is called a daughter instead of a sister

    Minor

    The transport-cost passage calls the 26-year-old caregiver a daughter, while Table 1 identifies caregiver 4 as the patient's sister.

8 of 8

Cites

Flagged first, then by citations

1 of the 25 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. Yvonna Lincoln EG. Criteria for assessing the trustworthiness of naturalistic inquiries. Naturalistic Inquiry. Newbury Park: Sage; 1985.

Cited by

Sorted by citations

Authors
Too, W., Lelei, F., Adam, M., & Halestrap, P.
Affiliations
  • Aga Khan University Nairobi (KE)
  • Kijabe Hospital (KE)
Corresponding author
Too, Wesley
Venue
BMC Palliative Care
Published
2023-02-28
Volume
22
Issue
1
Pages
16-16
ISSN
1472-684X (ISSN-L)
OpenAlex
W4322718987
Cited by
22
References
25
Citations by year
2026: 7 · 2025: 8 · 2024: 6 · 2023: 1
FWCI
5.07
Type
journal article
Language
en
Open access
Locations
  • BMC Palliative Care (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion, cc-by)
  • eCommons - AKU (Aga Khan University) (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
Innovative Research Group Project of the National Natural Science Foundation of China
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Palliative Care and End-of-Life Issues
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Palliative and Oncologic Care
  • Health Sciences › Health Professions › Pharmacy › Nursing care and research
Keywords
informal caregivers, advanced cancer, palliative care, end-of-life care, caregiver preparedness, caregiver resilience, unmet needs, caregiver burden, role overload, financial stress, women caregivers, caregiver abuse, psychosocial stress, home care, caregiver support
MeSH terms
Female, Hospitals, Humans, Kenya, Neoplasms, Quality of Life, Caregivers

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-14.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-14.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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