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Friedemann Smith C, Duncombe S, Fleming S, Hirst Y, Black GB, Bankhead C, Nicholson BD. Electronic safety-netting tool features considered important by UK general practice staff: an interview and Delphi consensus study. BJGP Open 2023; 7:BJGPO.2022.0163. [PMID: 37277171 PMCID: PMC10646209 DOI: 10.3399/bjgpo.2022.0163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 03/16/2023] [Accepted: 04/03/2023] [Indexed: 06/07/2023] Open
Abstract
BACKGROUND The potential of the electronic health record to support safety netting has been recognised and a number of electronic safety-netting (E-SN) tools developed. AIM To establish the most important features of E-SN tools. DESIGN & SETTING User-experience interviews followed by a Delphi study in a primary care setting in the UK. METHOD The user-experience interviews were carried out remotely with primary care staff who had trialled the EMIS E-SN toolkit for suspected cancer. An electronic modified Delphi approach was used, with primary care staff involved in safety netting in any capacity, to measure consensus on tool features. RESULTS Thirteen user-experience interviews were carried out and features of E-SN tools seen as important formed the majority of the features included in the Delphi study. Three rounds of Delphi survey were administered. Sixteen responders (64%) completed all three rounds, and 28 out of 44 (64%) features reached consensus. Primary care staff preferred tools that were general in scope. CONCLUSION Primary care staff indicated that tools that were not specific to cancer or any other disease, and had features that promoted their flexible, efficient, and integrated use, were important. However, when the important features were discussed with the patient and public involvement (PPI) group, they expressed disappointment that features they believed would make E-SN tools robust and provide a safety net that is difficult to fall through did not reach consensus. The successful adoption of E-SN tools will rely on an evidence base of their effectiveness. Efforts should be made to assess the impact of these tools on patient outcomes.
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Affiliation(s)
| | | | - Susannah Fleming
- Nuffield Department of Primary Care Sciences, University of Oxford, Oxford, UK
| | - Yasemin Hirst
- Institute of Epidemiology & Health, University College London, Lancaster Medical School, Lancaster University, Lancaster, UK
| | - Georgia Bell Black
- Wolfson Institute of population Health, Queen Mary's University, London, UK
| | - Clare Bankhead
- Nuffield Department of Primary Care Sciences, University of Oxford, Oxford, UK
| | - Brian D Nicholson
- Nuffield Department of Primary Care Sciences, University of Oxford, Oxford, UK
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Nemlander E, Ewing M, Abedi E, Hasselström J, Sjövall A, Carlsson AC, Rosenblad A. A machine learning tool for identifying non-metastatic colorectal cancer in primary care. Eur J Cancer 2023; 182:100-106. [PMID: 36758474 DOI: 10.1016/j.ejca.2023.01.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 01/06/2023] [Indexed: 01/21/2023]
Abstract
BACKGROUND Primary health care (PHC) is often the first point of contact when diagnosing colorectal cancer (CRC). Human limitations in processing large amounts of information warrant the use of machine learning as a diagnostic prediction tool for CRC. AIM To develop a predictive model for identifying non-metastatic CRC (NMCRC) among PHC patients using diagnostic data analysed with machine learning. DESIGN AND SETTING A case-control study containing data on PHC visits for 542 patients >18 years old diagnosed with NMCRC in the Västra Götaland Region, Sweden, during 2011, and 2,139 matched controls. METHOD Stochastic gradient boosting (SGB) was used to construct a model for predicting the presence of NMCRC based on diagnostic codes from PHC consultations during the year before the date of cancer diagnosis and the total number of consultations. Variables with a normalised relative influence (NRI) >1% were considered having an important contribution to the model. Risks of having NMCRC were calculated using odds ratios of marginal effects. RESULTS Of the 361 variables used as predictors in the stochastic gradient boosting model, 184 had non-zero influence, with 16 variables having NRI >1% and a combined NRI of 63.3%. Variables representing anaemia and bleeding had a combined NRI of 27.6%. The model had a sensitivity of 73.3% and a specificity of 83.5%. Change in bowel habit had the highest odds ratios of marginal effects at 28.8. CONCLUSION Machine learning is useful for identifying variables of importance for predicting NMCRC in PHC. Malignant diagnoses may be hidden behind benign symptoms such as haemorrhoids.
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Affiliation(s)
- Elinor Nemlander
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden; Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
| | - Marcela Ewing
- Institute of Medicine, Department of Community Medicine and Public Health, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Eliya Abedi
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden; Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
| | - Jan Hasselström
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden; Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
| | - Annika Sjövall
- Division of Coloproctology, Department of Pelvic Cancer, Karolinska University Hospital, Stockholm, Sweden; Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Axel C Carlsson
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden; Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden.
| | - Andreas Rosenblad
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Solna, Sweden; Regional Cancer Centre Stockholm-Gotland, Region Stockholm, Stockholm, Sweden; Department of Medical Sciences, Division of Clinical Diabetology and Metabolism, Uppsala University, Uppsala, Sweden
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de Thurah A, Jensen H, Maribo T, Jensen MB, Sandbæk A, Hauge EM, Rasmussen LA. Use of primary health care and radiological imaging preceding a diagnosis of rheumatoid arthritis: a nationwide cohort study in Denmark. Rheumatology (Oxford) 2023; 62:555-564. [PMID: 35713514 DOI: 10.1093/rheumatology/keac306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 05/09/2022] [Accepted: 05/09/2022] [Indexed: 02/04/2023] Open
Abstract
OBJECTIVE To explore health-care use in the 12 months preceding a diagnosis of RA in Denmark. METHODS We conducted a population-based cohort study using data from national registries. Every patient diagnosed with RA in 2014-18 was matched to 10 reference individuals without RA from the Danish background population. Health-care use was defined as contacts to general practitioners, contacts to private practicing physiotherapists, and X-rays of hands and/or feet performed in primary or secondary care. We estimated the monthly contact rates for patients and references in the 12 months preceding the diagnosis, and we compared incidence rates for health-care use in each month between the two groups while adjusting for sociodemographic characteristics and comorbidity. RESULTS We included 7427 patients with RA and 74 270 references. Patients with RA had increasing contact rates with general practitioners and physiotherapists from 6 to 8 months before the diagnosis. Compared with references, women with RA had statistically significantly more contacts to general practitioners and physiotherapists during all 12 months. A similar contact pattern was seen in men, albeit less distinct. The number of X-rays increased slightly from 8 months before the diagnosis, with a steep increase in the last 3 months. CONCLUSION Increased contacts to general practitioners and physiotherapists were seen in all 12 months preceding the RA diagnosis, intensifying in the last 6 to 8 months. Imaging increased from 3 months before the diagnosis. This indicates an opportunity to expedite referral to specialist care and ensure earlier diagnosis of RA.
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Affiliation(s)
- Annette de Thurah
- Department of Rheumatology, Aarhus University Hospital.,Department of Clinical Medicine, Aarhus University
| | | | - Thomas Maribo
- Department of Public Health, Aarhus University.,DEFACTUM, Central Denmark Region, Aarhus
| | | | - Annelli Sandbæk
- Department of Public Health, Aarhus University.,Steno Diabetes Center Aarhus, Aarhus, Denmark
| | - Ellen-Margrethe Hauge
- Department of Rheumatology, Aarhus University Hospital.,Department of Clinical Medicine, Aarhus University
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Nicolaisen A, Lauridsen GB, Haastrup P, Hansen DG, Jarbøl DE. Healthcare practices that increase the quality of care in cancer trajectories from a general practice perspective: a scoping review. Scand J Prim Health Care 2022; 40:11-28. [PMID: 35254205 PMCID: PMC9090364 DOI: 10.1080/02813432.2022.2036421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
OBJECTIVE General practice plays an important role in cancer trajectories, and cancer patients request the continuous involvement of general practice. The objective of this scoping review was to identify healthcare practices that increase the quality of care in cancer trajectories from a general practice perspective. DESIGN, SETTING, AND SUBJECTS A scoping review of the literature published in Danish or English from 2010 to 2020 was conducted. Data was collected using identified keywords and indexed terms in several databases (PubMed, MEDLINE, EBSCO CINAHL, Scopus, and ProQuest), contacting key experts, searching through reference lists, and reports from selected health political, research- and interest organizations' websites. MAIN OUTCOME MEASURES We identified healthcare practices in cancer trajectories that increase quality care. Identified healthcare practices were grouped into four contextual domains and allocated to defined phases in the cancer trajectory. The results are presented according to the Preferred Reporting Items for Systematic Reviews and Meta-analysis extension for scoping reviews (PRISMA-ScR). RESULTS A total of 45 peer-reviewed and six non-peer-reviewed articles and reports were included. Quality of care increases in all phases of the cancer trajectory when GPs listen carefully to the full story and use action plans. After diagnosis, quality of care increases when GPs and practice staff have a proactive care approach, act as interpreters of diagnosis, treatment options, and its consequences, and engage in care coordination with specialists in secondary care involving the patient. CONCLUSION This scoping review identified healthcare practices that increase the quality of care in cancer trajectories from a general practice perspective. The results support general practice in investigating own healthcare practices and identifying possibilities for quality improvement.KEY POINTSIdentified healthcare practices in general practice that increase the quality of care in cancer trajectories:Listen carefully to the full storyUse action plans and time-out-consultationsPlan and provide proactive careAct as an interpreter of diagnosis, treatment options, and its consequences for the patientCoordinate care with specialists, patients, and caregivers with mutual respectIdentified barriers for quality of care in cancer trajectories are:Time constraints in consultationsLimited accessibility for patients and caregiversHealth practices to increase the quality of care should be effective, safe, people-centered, timely, equitable, integrated, and efficient. These distinctions of quality of care, support general practice in investigating and improving quality of care in cancer trajectories.
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Affiliation(s)
- Anne Nicolaisen
- Research Unit for General Practice, Department of Public Health, University of Southern Denmark, Odense C, Denmark
- CONTACT Anne Nicolaisen Research Unit for General Practice, Department of Public Health, University of Southern Denmark, DK-5000Odense C, Denmark
| | - Gitte Bruun Lauridsen
- Research Unit for General Practice, Department of Public Health, University of Southern Denmark, Odense C, Denmark
| | - Peter Haastrup
- Research Unit for General Practice, Department of Public Health, University of Southern Denmark, Odense C, Denmark
| | - Dorte Gilså Hansen
- Research Unit for General Practice, Department of Public Health, University of Southern Denmark, Odense C, Denmark
- Center for Shared Decision Making, Lillebaelt Hospital, University Hospital of Southern Denmark, Vejle, Denmark
- The Department of Regional Health Research, University of Southern Denmark, Odense C, Denmark
| | - Dorte Ejg Jarbøl
- Research Unit for General Practice, Department of Public Health, University of Southern Denmark, Odense C, Denmark
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White B, Renzi C, Rafiq M, Abel GA, Jensen H, Lyratzopoulos G. Does changing healthcare use signal opportunities for earlier detection of cancer? A review of studies using information from electronic patient records. Cancer Epidemiol 2022; 76:102072. [PMID: 34876377 PMCID: PMC8785122 DOI: 10.1016/j.canep.2021.102072] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 11/10/2021] [Accepted: 11/14/2021] [Indexed: 11/18/2022]
Abstract
BACKGROUND It has been proposed that changes in healthcare use before cancer diagnosis could signal opportunities for quicker detection, but systematic appreciation of such evidence is lacking. We reviewed studies examining pre-diagnostic changes in healthcare utilisation (e.g. rates of GP or hospital consultations, prescriptions or diagnostic tests) among patients subsequently diagnosed with cancer. METHODS We identified studies through Pubmed searches complemented by expert elicitation. We extracted information on the earliest time point when diagnosis could have been possible for at least some cancers, together with variation in the length of such 'diagnostic windows' by tumour and patient characteristics. RESULTS Across twenty-eight studies, changes in healthcare use were observable at least six months pre-diagnosis for many common cancers, and potentially even earlier for colorectal cancer, multiple myeloma and brain tumours. Early changes were also identified for brain and colon cancer sub-sites. CONCLUSION Changing healthcare utilisation patterns before diagnosis indicate that future improvements in diagnostic technologies or services could help to shorten diagnostic intervals for cancer. There is greatest potential for quicker diagnosis for certain cancer types and patient groups, which can inform priorities for the development of decision support tools.
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Affiliation(s)
- Becky White
- ECHO (Epidemiology of Cancer Healthcare and Outcomes, Department of Behavioural Science and Health, Institute of Epidemiology and Health Care (IEHC)), University College London, Gower Street, London WC1E 6BT, UK.
| | - Cristina Renzi
- ECHO (Epidemiology of Cancer Healthcare and Outcomes, Department of Behavioural Science and Health, Institute of Epidemiology and Health Care (IEHC)), University College London, Gower Street, London WC1E 6BT, UK
| | - Meena Rafiq
- ECHO (Epidemiology of Cancer Healthcare and Outcomes, Department of Behavioural Science and Health, Institute of Epidemiology and Health Care (IEHC)), University College London, Gower Street, London WC1E 6BT, UK
| | - Gary A Abel
- University of Exeter Medical School, St Luke's Campus, Magdalen Road, Exeter EX1 2LU, UK
| | - Henry Jensen
- Research Unit for General Practice, Bartholins Allé 2, 8000 Aarhus C, Denmark
| | - Georgios Lyratzopoulos
- ECHO (Epidemiology of Cancer Healthcare and Outcomes, Department of Behavioural Science and Health, Institute of Epidemiology and Health Care (IEHC)), University College London, Gower Street, London WC1E 6BT, UK
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Pedersen LH, Erdmann F, Aalborg GL, Hjalgrim LL, Larsen HB, Schmiegelow K, Winther JF, Dalton SO. Socioeconomic position and prediagnostic health care contacts in children with cancer in Denmark: a nationwide register study. BMC Cancer 2021; 21:1104. [PMID: 34649500 PMCID: PMC8518314 DOI: 10.1186/s12885-021-08837-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Accepted: 09/30/2021] [Indexed: 11/28/2022] Open
Abstract
Background While underlying mechanisms and pathways of social inequalities in cancer survival have been extensively examined in adults, this is less so for children with cancer. Hypothesized mechanisms include prediagnostic utilization of and navigation through the health care system, which may differ by socioeconomic resources of the families. In this nationwide register-based study we investigated the association between measures of family socioeconomic position in relation to prediagnostic health care contacts and stage of disease at diagnosis in children with cancer in Denmark. Methods We identified all children diagnosed with a cancer at ages 0–15 years in 1998–2016 (N = 3043) from the Danish Childhood Cancer Registry. We obtained comprehensive information on measures of socioeconomic position, parental health and prediagnostic contacts to both general practitioners and hospitals 24 months prior to diagnosis from various national registries. We fitted multivariable conditional logistic regression models for the association of family socioeconomic and health-related variables with firstly, frequent health care contacts and secondly, advanced stage. Results We found higher odds ratios (OR) of frequent both overall and emergency health care contacts in the last 3 months before diagnosis in children from households with short parental education and mixed affiliation to work market, when compared to children with high family socioeconomic position. Further, children of parents with depression or of non-Western origin, respectively, had higher OR for frequent overall and emergency contacts. We found no association between socioeconomic position, parental health and stage of disease. Conclusion Families with socioeconomic disadvantage, non-Western origin or depression more frequently utilize prediagnostic health care services, both generally and in the acute setting, indicating that some disadvantaged families may struggle to navigate the health care system when their child is sick. Reassuringly, this was not reflected in disparities in stage at diagnosis. In order to improve the diagnostic process and potentially reduce health care contacts, attention and support should be given to families with a high number of health care contacts over a short period of time. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08837-x.
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Affiliation(s)
- Line Hjøllund Pedersen
- Department of Paediatrics and Adolescent Medicine, Rigshospitalet, Copenhagen, Denmark. .,Survivorship and Inequality in Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark.
| | - Friederike Erdmann
- Division of Childhood Cancer Epidemiology, Institute for Medical Biostatistics, Epidemiology and Informatics (IMBEI), Johannes Gutenberg University Mainz, Mainz, Germany
| | - Gitte Lerche Aalborg
- Statistics and Data Analysis, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Lisa Lyngsie Hjalgrim
- Department of Paediatrics and Adolescent Medicine, Rigshospitalet, Copenhagen, Denmark
| | - Hanne Bækgaard Larsen
- Department of Paediatrics and Adolescent Medicine, Rigshospitalet, Copenhagen, Denmark.,Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Kjeld Schmiegelow
- Department of Paediatrics and Adolescent Medicine, Rigshospitalet, Copenhagen, Denmark.,Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | | | - Susanne Oksbjerg Dalton
- Survivorship and Inequality in Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark.,Institute of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark.,Department of Clinical Oncology & Palliative Care, Zealand University Hospital, Naestved, Denmark
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Jensen H, Vedsted P, Møller H. Consultation frequency in general practice before cancer diagnosis in relation to the patient’s usual consultation pattern: A population-based study. Cancer Epidemiol 2018; 55:142-148. [DOI: 10.1016/j.canep.2018.06.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 06/11/2018] [Accepted: 06/15/2018] [Indexed: 11/26/2022]
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