Conditional Logit Regression Research Articles

Public Preferences and Willingness to Pay for Social Health Insurance in Iran: A Discrete Choice Experiment

Background: Current health insurance programs in Iran suffer from low enrolment and are not sufficient to attain the country to universal health coverage (UHC). The study hypothesized that improving the enrollment rate and moving towards more sustainable UHC can be achieved by improving the benefit package and providing new incentives. The objective of this study is to assess public preferences and willingness to pay (WTP) for social health insurance (SHI) in Iran. Methods: A discrete choice experiment (DCE) was conducted in 2022, using a self-administered questionnaire on 500 participants to estimate WTP and determine individual’s preferences for the SHI plan. Respondents were presented with an eight choice set, and asked to select their preferred one. In each choice set, scenarios were described by eight attributes with varying levels. The conditional logit regression model was used to analyze the participants preferences. WTP for each attribute was also calculated by STATA13. Results: Most of the included attributes were significant predictors of health insurance package selection. The maximum coverage of hospitalization costs in the private sector, ancillary services such as glasses, canes etc., as well as coverage for hospitalization costs in the public sector and drug costs, were the most important determining factors for this choice. Coverage of preventive dental care did not significantly affect respondent choices. Estimating WTP showed that individuals are willing to pay more for higher financial protection, particularly against private sector costs; the WTP to increase the coverage of hospitalization costs in the private sector from 50% to 90% is estimated at 362,068 IR, Rials per month. Conclusion: This study identifies the key factors that the population value with regard to health insurance and the tradeoffs they are willing to make between them. Hospitalization, drugs and ancillary services were the most important determining factors for their choice. The data suggests that additional resources coming into the Iranian health system might best be prioritized to covering hospitalization and drug costs and those associated with ancillary services.

Developing a utility value set for the Gambling Quality of Life Scale-Brief (GQoLS-Brief) using a discrete choice experiment.

The Gambling Quality of Life Scale -brief (GQoLS-Brief) assesses the impact of gambling disorder (GD) on quality of life (QoL). Preference-based measures are essential for obtaining the quality adjustment weight (i.e. utility score) needed to calculate quality-adjusted life years (QALYs) in economic evaluations. We aimed to derive a value set for the GQoLS-Brief. We employed a discrete choice experiment for preference elicitation. An online survey was administered (n = 928). Respondents completed 10 choice tasks, each presenting two GQoLS-Brief health states alongside life expectancy. Conditional logit regression, parameterized to fit the QALY framework, was used for data analysis. QALY weights for each health state defined by the GQoLS-Brief were calculated. The estimated coefficients from the conditional logit models aligned with expectations: utility increased with survival time and decreased with QoL impairment. Utility values for health states ranged from -1.48 (worse than death) to 1.0. "Financial difficulties" exhibited the highest utility decrement, followed by "Sleep disturbance related to financial difficulties." This reference set facilitates the calculation of QALYs for economic evaluations of GD interventions. The weight of subjective financial difficulties underscores the need for therapeutic interventions to target this aspect.

Healthcare professionals’ preferences for the specialist pharmacy service medicines advice clinical enquiry service: a discrete choice experiment

Abstract Introduction The Specialist Pharmacy Service Medicines Advice (SPS-MA) service answers enquiries from primary care professionals in England. The preferences of service users for the way this service is provided (e.g. opening hours, speed and route of reply, amount of detail in answer etc.) are unknown. Such information would be useful to ensure the service meets the needs of users as well as possible within the constraints of available resources. Aim To determine healthcare professionals’ preferences for the Specialist Pharmacy Service Medicines Advice clinical enquiry service using a discrete choice experiment (DCE). Methods International Society for Pharmacoeconomics and Outcomes Research good research practices were used to conduct a DCE1. Previous literature2, documentary analysis of SPS-MA policies, and interviews with four SPS-MA enquirers and three SPS-MA service providers/managers identified seven key attributes of the clinical enquiry service. Each attribute could be defined using one of 2-3 descriptions (‘levels’). A D-efficient experimental design generated 20 pairs of potential clinical enquiry service variants, each described by one level linked to each of the seven attributes. These 20 pairs were blocked into two online surveys (10 pairs per survey), which asked participants to choose which service from each pair they would prefer to contact. The 1669 SPS-MA clinical enquiry contacts with a recorded email in the year to November 2023 were randomised to receive an email invitation to complete one of the survey variants. Preferences for each attribute level were estimated using conditional logit regression. Using the HRA decision tool, this project was not considered research by the NHS. It was given a favourable opinion by the University of Bath ethics review process on 27th November 2023 (reference 1153-2222). Results 236 participants completed a survey (52% GP pharmacists, 26% other pharmacists, 22% other professional; median 15 years’ experience). Weekend opening and opening hours did not significantly affect preferences (p≥0.226). All other attributes did significantly affect preferences (p≤0.015). An answer within one hour or two days was most valued (preference weightings (95%CI) relative to five days: 0.89 (0.76-1.03) and 0.58 (0.45-0.72), respectively). Communication by email was highly valued (preference weighting: 0.62 (0.47-0.77) relative to telephone only). The availability of a website of frequently asked questions was also valued (preference weighting: 0.48 (0.31-0.64) relative to no website). Answering the telephone within 20 seconds and a detailed response were valued, but to a lesser degree. Sub-group analysis found that participants qualified for <15 years valued email communication and detailed responses more strongly than other participants (p≤0.035). Discussion / Conclusion Where clinically appropriate, the SPS-MA clinical enquiry service should prioritise speed of reply, communication by email and a website of frequently asked questions. Longer opening hours are not required. This is the first study to use of a DCE to investigate professional enquirers’ preferences for a medicines information/advice service. This allowed analysis of the strength of preferences and how they were traded off. Due to the small number of non-pharmacist enquirers to the SPS-MA service, it was not possible to investigate how professional background influences preferences.

Preferences for coordinated care for rare diseases: discrete choice experiment

BackgroundEvidence suggests that coordination of care for people affected by rare diseases is poor. In order to improve the way that care is coordinated it is necessary to understand the preferences of people affected by these conditions, and providers. The aim of this study was to examine patient, parent and carer, and health care professional preferences for different attributes of care coordination for people affected by rare diseases. We conducted a discrete choice experiment using online surveys. There were no restrictions on participants in terms of rare conditions, demographic factors other than age, or geographical location within the UK. Choice scenarios were based on the following attributes: annual cost of attending appointments; access to health records; access to clinical expertise; support of a care coordinator; access to a specialist centre; and, the existence of a documented plan for emergency care. Data were analysed using alternative-specific conditional logit regression models.ResultsValid responses were obtained from 996 individuals (528 patients, 280 carers, 188 health care professionals) between August and December 2019. All attributes significantly influenced the type of service respondents preferred. Patients, carers and health professionals’ preferences for care coordination were influenced by: the cost of attending appointments; access to health records; clinical expertise; role of care coordinators; access to specialist centres; and the existence of plan for emergency care. There were no statistically significant differences in the preferences between patients and carers. Preferences of health professionals differed to those of patients and carers. Both patients and carers selected responses which granted them a greater degree of autonomy in relation to the role of care coordinators, whereas health professionals preferred services where care coordinators had more autonomy. Health care professionals also expressed a stronger preference for a documented formal emergency plan to be in place.ConclusionsThe findings highlight that people value better coordinated care, in line with policy documents emphasising commitments to coordinated care for people affected by rare diseases. This study highlights the factors that could be included in service provision as ways of improving the coordination of care for people affected by rare diseases.

Evaluating the Preferences and Willingness-to-Pay for Oral Antidiabetic Drugs Among Patients with Type 2 Diabetes Mellitus in China: A Discrete Choice Experiment.

To quantify the preferences for an oral antidiabetic drug (OAD) among patients with type 2 diabetes mellitus (T2DM) in China. A discrete choice experiment (DCE) with hypothetical OAD profiles was performed among patients with T2DM recruited from both online and offline sources. Each patient completed 12 DCE choice tasks. The attributes, elicited through mixed methods, include blood glucose level decrease, blood glucose level stability, frequency of medication, gastrointestinal side effects, dose adjustment and out-of-pocket expense. The conditional logit regression model was used to analyze the data. Patients' willingness-to-pay (WTP) was also calculated. Subgroup analyses based on patient characteristics were also conducted. A total of 741 respondents were included in the analysis sample, covering 456 respondents online and 285 offline. The result showed that all attributes and levels were statistically significant, except one level "dose adjustment required for patients with hepatic or renal insufficiency" in the attribute of dose adjustment. WTP results showed that patients were willing to pay 12.06 and 23.20 yuan, respectively to reduce the frequency of medication from "once per day" and "three times per day" to "once every 2 weeks", respectively. Subgroup analyses showed that the frequency of medication (once versus two to three times per day) had the largest impact and influenced most coefficient estimates. The results suggest that Chinese patients with T2DM prioritized better efficacy, less frequency of medication, lower gastrointestinal side effects, no dose adjustment required for patients with hepatic or renal insufficiency, and less out-of-pocket expense of OAD treatment.

Is use of Long-Acting Reversible Contraceptives (LARC) associated with reduced well-woman visits and STI testing? Evidence from female Medicaid clients aged 15–24 in Delaware

ObjectiveContraceptive method type matters to sexually transmitted infection (STI) prevention, but contraceptive counseling often emphasizes method efficacy and the benefits of “forgettable” methods, including long-acting reversible contraceptives (LARCs). We aimed to explore associations between prescription method type and annual STI testing and investigated whether these associations relate to annual well-woman visits. MethodsWe constructed a panel of 20,949 young women (<25) enrolled in Delaware's Medicaid program from 2012 through 2019. Conditional logit regressions measured associations between contraceptive method type and annual testing for gonorrhea, chlamydia, or syphilis. We stratified contraceptive methods into LARC, short-acting reversible methods (SARC; pills, patch, ring, and injectable), or no prescription method. We estimated three models examining STI testing in year of method initiation, in years afterwards, and attendance to a well-woman visit as a potential mediator of these associations. ResultsSTI testing rates did not differ between LARC versus SARC users in the year of method initiation. In the two years after method initiation, LARC versus SARC users were less likely to be tested (OR = 0.73 to OR = 0.87) and less likely to have a well-woman visit (OR = 0.65 to OR = 0.79). In models controlling for attendance to well-woman visits, the decreased likelihood of STI testing in years after initiating LARC versus SARC is largely eliminated, indicating that well-woman visits mediate the relationship between method type and STI testing. ConclusionsLARC use relates to reduced STI testing in years after method initiation due to reduced attendance to well-women visits. These findings can inform clinical practice and STI prevention.

Risk-Adapted Breast Screening for Women at Low Predicted Risk of Breast Cancer: An Online Discrete Choice Experiment.

A risk-stratified breast screening program could offer low-risk women less screening than is currently offered by the National Health Service. The acceptability of this approach may be enhanced if it corresponds to UK women's screening preferences and values. To elicit and quantify preferences for low-risk screening options. Women aged 40 to 70 y with no history of breast cancer took part in an online discrete choice experiment. We generated 32 hypothetical low-risk screening programs defined by 5 attributes (start age, end age, screening interval, risk of dying from breast cancer, and risk of overdiagnosis), the levels of which were systematically varied between the programs. Respondents were presented with 8 choice sets and asked to choose between 2 screening alternatives or no screening. Preference data were analyzed using conditional logit regression models. The relative importance of attributes and the mean predicted probability of choosing each program were estimated. Participants (N = 502) preferred all screening programs over no screening. An older starting age of screening, younger end age of screening, longer intervals between screening, and increased risk of dying had a negative impact on support for screening programs (P < 0.01). Although the risk of overdiagnosis was of low relative importance, a decreased risk of this harm had a small positive impact on screening choices. The mean predicted probabilities that risk-adapted screening programs would be supported relative to current guidelines were low (range, 0.18 to 0.52). A deintensified screening pathway for women at low risk of breast cancer, especially one that recommends a later screening start age, would run counter to women's breast screening preferences. Further research is needed to enhance the acceptability of offering less screening to those at low risk of breast cancer. Risk-based breast screening may involve the deintensification of screening for women at low risk of breast cancer.Low-risk screening pathways run counter to women's screening preferences and values.Longer screening intervals may be preferable to a later start age.Work is needed to enhance the acceptability of a low-risk screening pathway.

Abstract PO2-01-09: Patient preferences for CDK4/6 inhibitor treatments in HR+/HER2− early breast cancer: a discrete choice survey study

Abstract Background: Patients (pts) with stage II/III HR+/HER2− early breast cancer (EBC) are at risk of recurrence that persists over years. The addition of a CDK4/6 inhibitor (CDK4/6i) to adjuvant endocrine therapy (ET) was investigated in monarchE, evaluating abemaciclib (ABE) in lymph node (LN)+ high-risk pts, and NATALEE, using ribociclib (RIB) in stage II/III disease, including pts with N0 disease. ABE was FDA approved in this indication in 2021, while NATALEE recently reported statistically significant iDFS results. Both efficacy and tolerability are relevant for pts treated in a curative setting. This prospective study evaluated the extent pts with EBC value different treatment (tx) attributes and how these may translate into preferences between the two CDK4/6i in the US. Methods: A web-based discrete choice experiment survey was conducted among pts with EBC between Jan and May 2023 before NATALEE results were available. Eligible pts were adult women in a US clinical practice setting with self-reported stage II/III HR+/HER2− EBC +/- prior chemotherapy receiving only adjuvant ET at the time of survey, who completed curative surgery 1-3 years ago. Pts selected the scenario that best reflected their preferences from a series of choice cards, each displaying a pair of hypothetical tx profiles. A total of 8 attributes related to efficacy (5-year iDFS), adverse events (AEs), monitoring requirements, tx duration, and schedule were included (Table 1). Attributes were included based on an initial pilot qualitative assessment that selected efficacy and safety attributes most relevant to pts, clinical input, and differentiating features between CDK4/6i. A conditional logit regression model was used to estimate preference weights and relative importance (RI) of each attribute. Utility scores, summarizing overall preference for CDK4/6i tx profiles, were estimated from the model, and various scenarios were tested. Subgroup analyses by menopausal status and BC stage will be presented. Results: 409 pts participated in the survey (median age, 53 years; White/Black/other race, 59%/23%/18%; BC stage II/III, 48%/52%; employed, 38%). Pt preferences for attributes that significantly impacted tx decision, in order of high to low RI, were higher efficacy (iDFS), lower risk of diarrhea, lower risk of fatigue, shorter tx duration, and lower risk of venous thromboembolic events. Attributes based on monitoring or schedule, including number of blood tests, number of EKGs, and tx schedule, did not affect tx choice (Table 2). Overall utility scores were consistently higher for reconstructed tx profiles that resembled RIB features, including under conservative scenarios where efficacy of RIB was assumed to be equivalent or lower than that of ABE. Conclusions: This study showed that, driven by strong preference for lower risk of AEs, pts with HR+/HER2− EBC prefer tx profiles that more closely resemble the clinical experience of receiving RIB. These pt preferences are important for shared decision making when discussing the addition of a CDK4/6i to adjuvant tx for eligible pts with HR+/HER2− EBC. Discrete Choice Experiment Attributes and Levels Estimated Preference Weight and Relative Importance Citation Format: Erica Mayer, Mary Lou Smith, Annie Guerin, Dominick Latremouille-Viau, Nisha C. Hazra, Yan Meng, Wendi Qu, Remi Bellefleur, Vaidyanathan Ganapathy, Liz Santarsiero, Robert Morlock, Maryam Lustberg. Patient preferences for CDK4/6 inhibitor treatments in HR+/HER2− early breast cancer: a discrete choice survey study [abstract]. In: Proceedings of the 2023 San Antonio Breast Cancer Symposium; 2023 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2024;84(9 Suppl):Abstract nr PO2-01-09.

Navigating multiple institutional environments: institutional quality and the role of Belt and Road Initiative on location choice of Chinese MNEs

PurposeThis study aims to explore the extent to which Chinese multinational enterprises (MNEs) rely on supranational institution – the Belt and Road Initiative (BRI) – versus host country institutional quality to navigate their foreign location choice.Design/methodology/approachThis study uses a conditional logit regression model using a sample of 1,302 greenfield investments by Chinese MNEs in 54 BRI participating countries during the period 2011–2018.FindingsThe results indicate that as a supranational institution, the BRI serves as a substitution mechanism to address the deficiencies in institutional quality in BRI participating countries, thereby attracting Chinese MNEs to invest in those countries. In addition, the BRI’s substitution effect on host country institutional quality is more pronounced for large MNEs, MNEs in the manufacturing industry and MNEs in inland regions.Originality/valueThis study expands the understanding of the BRI as a supranational institution for MNEs from emerging markets and reveals its substitution effect on the host country institutional quality. Furthermore, it highlights that MNEs with diverse characteristics gain varying degrees of benefits from the BRI.

Estimating preferences and willingness to pay for pharmacogenetic testing in populations who are medically underserved: a discrete choice experiment.

Background: The implementation of pharmacogenetic (PGx) testing may contribute to health disparities if access to testing is inequitable, as medically underserved patients are prescribed higher rates of drugs with PGx guidelines and often experience the benefits of emerging health technologies last. Limited research has evaluated potential implementation of PGx testing in populations who are medically underserved and none have evaluated their preferences regarding PGx test characteristics and cost. Our study endeavored to assess the willingness to pay for PGx testing and key PGx test preferences in a nationwide cohort of medically underserved respondents. Methods: A survey was developed to assess willingness to pay and preferences for PGx testing through a discrete choice experiment (DCE). Five attributes of PGx tests were included in the DCE: doctor recommendation, wait time, number of actionable results, benefit of the test (avoid a side effect or address a health problem), and out-of-pocket cost. A convenience sample of U.S. adults with an average yearly household income of $42,000 or less was collected utilizing an online survey fielded by Qualtrics Research Services (Provo, UT). For the DCE analysis, conditional logit and mixed-logit regression models were utilized to determine relative utility of attributes and levels, conditional relative importance for each attribute, and marginal willingness to pay. Results: Respondents completed the survey with an 83.1% response completion rate. Following quality control procedures, 1,060 respondents were included in the final nationwide cohort. Approximately, 82% of respondents were willing to pay less than $100 for PGx testing, and a strong price ceiling was identified at $200. Out-of-pocket cost was the attribute identified as having the greatest relative importance on choice, while wait time had the lowest importance. Greater utility was observed if the PGx test was doctor recommended, had a higher number of actionable results, and resolved major or minor health problems compared with avoiding side effects. Conclusion: This first-of-its-kind study provides important insights into the willingness to pay for PGx testing and PGx test preferences of a large medically underserved population. Applying these findings can potentially lead to improvements in the successful implementation of PGx testing in this population.

546 - Patient preferences for treatment attributes in moderate-to-severe atopic dermatitis: a discrete choice experiment

Abstract Introduction/Background Atopic dermatitis (AD) affects approximately 5-10% of adults worldwide, significantly burdening affected patients. Newer treatments for moderate-to-severe AD, including biologic therapies and Janus-kinase (JAK) inhibitors, are associated with varied levels of efficacy, safety, monitoring, and administration requirements. Yet, patient preferences for different treatment options are not well characterized. Objectives A discrete choice experiment (DCE) was designed to quantify the extent to which AD patients in the United States (US) value different treatment attributes. Methods An online DCE survey was conducted in June 2023. Eligible participants included US adults (≥ 18 years) with self-reported moderate-to-severe AD or experience with systemic therapy, diagnosed with AD for ≥1 year, with inadequate response to topical treatments. DCE attributes were selected based on qualitative interviews with patients and clinical input, including attributes related to efficacy (i.e., sustained improvement in skin appearance, itch control), safety (i.e., risk of respiratory infection, cancer, and heart problems), treatment administration, and blood test frequency. Participants were presented 12 choice tasks, each presenting two hypothetical treatment profiles, and selected one profile from each task that reflected their preferred option. A conditional logit regression model was used to assess patient preferences for attributes. Sensitivity analyses were conducted, excluding patients who failed validity tests. Results A diverse group of 300 participants completed the survey (mean age: 45 years; 22% non-white or mixed; 70% female; 66% employed). Approximately half received their first AD treatment of any kind 5 or more years ago (50%), had experienced severe symptoms (50%), and had experience with systemic therapy (52%). Participants preferred treatments with higher efficacy, lower risk of AEs, and less frequent blood tests (p &amp;lt; 0.05). Frequency and mode of administration (i.e., oral vs. injectable) did not impact preferences (p &amp;gt; 0.05). On average, participants were willing to accept a reduction of 35.4, 17.7, and 1.2 percentage points in the probability of achieving itch control to receive a treatment with 1 percentage point less risk of cancer, heart problems, and respiratory infections, respectively. Treatment attributes, from high to low relative importance, were itch control (38%), followed by risk of cancer (23%), risk of respiratory infections (18%), risk of heart problems (11%), sustained improvement in skin appearance (5%), blood test frequency (3%), and frequency and mode of administration (2%). Results were similar in sensitivity analyses, indicating the robustness of the findings. Conclusions Patients with moderate-to-severe AD preferred treatments that maximize itch control while minimizing the risk of AEs (cancer, respiratory infections, heart problems), whereas mode of administration had little impact on preferences. Understanding patients’ preferences may help improve shared decision-making.

Toenail Onychomycosis with or without Diabetes in Canada: Patient Treatment Preferences and Health State Utilities.

Toenail onychomycosis affects approximately 6.7% of Canadians. Symptoms include nail discolouration/disfiguration and pain; psychosocial impacts contribute to reduced health-related quality-of-life. Comorbid diabetes increases the risk of complications and exacerbates burden. Treatment may include topical therapy and/or oral agents. To understand toenail onychomycosis treatment preferences, and to quantify the impact of toenail onychomycosis, with or without diabetes, on patient well-being. Adults living in Canada with self-reported, physician-diagnosed, toenail onychomycosis were recruited online. A discrete choice experiment was used to quantify treatment preferences. Scenarios were randomized; data were analyzed using conditional logit regression. Health state utilities were estimated using the Health Utilities Index Mark 3®. Results were stratified by diabetes status and toenail onychomycosis severity; the Wilcoxon Rank Sum test was used to assess between-group utility differences. Three-hundred thirteen participants with toenail onychomycosis were included (161 had comorbid diabetes; 61.3%, severe onychomycosis). The mean age was 57.7 years; 55.9% were male. Treatment attributes with statistically significant impacts on patient preferences were efficacy (odds ratio [OR],1.04; 95% confidence interval [CI], 1.02-1.05 per 1% increased treatment success), administration method (one pill versus topical nail lacquer reference, 1.14; 1.04-1.26; topical solution applicator versus reference: 1.15; 1.03-1.29), severe adverse events (0.85; 0.80-0.90 per 1% increased risk), and risk of potential pharmacodynamic (0.80; 0.76-0.85) and alcohol (0.93; 0.88-0.98) interactions; preferences were more pronounced for efficacy and avoiding severe adverse events among toenail onychomycosis patients with comorbid diabetes. The mean (95% CI) utility value was 0.73 (0.70-0.75) overall, and statistically significantly lower (p=0.02) for toenail onychomycosis patients with diabetes (0.70; CI, 0.66-0.73) than those without (0.76; CI, 0.72-0.79). Among patients with toenail onychomycosis, the presence of diabetes was associated with differing treatment-related preferences. Utility values for patients with toenail onychomycosis represent a significant decline from full health that is exacerbated by comorbid diabetes.

UnitedStates Value Set for the Functional Assessment of Cancer Therapy-General Eight Dimensions (FACT-8D), a Cancer-Specific Preference-Based Quality of Life Instrument.

To develop a value set reflecting the United States (US) general population's preferences for health states described by the Functional Assessment of Cancer Therapy (FACT) eight-dimensions preference-based multi-attribute utility instrument (FACT-8D), derived from the FACT-General cancer-specific health-related quality-of-life (HRQL) questionnaire. A US online panel was quota-sampled to achieve a general population sample representative by sex, age (≥ 18 years), race and ethnicity. A discrete choice experiment (DCE) was used to value health states. The valuation task involved choosing between pairs of health states (choice-sets) described by varying levels of the FACT-8D HRQL dimensions and survival (life-years). The DCE included 100 choice-sets; each respondent was randomly allocated 16 choice-sets. Data were analysed using conditional logit regression parameterized to fit the quality-adjusted life-year framework, weighted for sociodemographic variables that were non-representative of the US general population. Preference weights were calculated as the ratio of HRQL-level coefficients to the survival coefficient. 2562 panel members opted in, 2462 (96%) completed at least one choice-set and 2357 (92%) completed 16 choice-sets. Pain and nausea were associated with the largest utility weights, work and sleep had more moderate utility weights, and sadness, worry and support had the smallest utility weights. Within dimensions, more severe HRQL levels were generally associated with larger weights. A preference-weighting algorithm to estimate US utilities from responses to the FACT-General questionnaire was generated. The worst health state's value was -0.33. This value set provides US population utilities for health states defined by the FACT-8D for use in evaluating oncology treatments.

Preferences and Willingness to Pay for Medication in Patients with Renal Cell Carcinoma in China: A Discrete-Choice Experiment.

We aimed to assess the relative importance of attributes and the willingness to pay for pharmacological therapies among patients with renal cell carcinoma in China. Patients with renal cell carcinoma completed a D-efficient-designed, discrete-choice experiment online survey that presented a series of ten trade-off questions and one examining scenario. Based on the literature review and consultations with patients with renal cell carcinoma and clinicians, each question included a pair of hypothetical renal cell carcinoma medication profiles characterized by seven attributes including progression-free survival, objective response rate, medication regimen, fatigue, gastrointestinal reaction, hand-foot syndrome, and monthly out-of-pocket costs. Relative importance and willingness to pay were calculated using coefficients estimated by mixed logit regression in the main analysis. Subgroup analyses were conducted considering the heterogeneity of the participants, based on sex, education level, and income level, using conditional logit regression. The analysis incorporated responses from 182 Chinese respondents. Except for the medication regimen, all attributes were statistically significant. Progression-free survival was the most important attribute, followed by objective response rate, monthly out-of-pocket costs, fatigue, gastrointestinal reaction, and hand-foot syndrome. Patients were willing to pay ￥2010.51 ($298.30), ￥494.93 ($73.43) for 1 unit improvement of progression-free survival, and objective response rate, and￥7558.93 ($1121.50), ￥6927.24 ($1027.78) to avoid experiencing fatigue and gastrointestinal reaction, respectively. Differences in preferences and willingness to pay were found according to patients' gender, income, and education level. In China, patients with renal cell carcinoma preferred medications with better efficacy (objective response rate and progression-free survival) and lower out-of-pocket costs. Heterogeneity can be found in preferences and willingness to pay based on patients' gender, income, and education levels.

A discrete choice experiment to understand public preferences and priorities for risk-stratified bowel cancer screening programmes in the UK

ObjectivePublic acceptability of bowel cancer screening programmes must be maintained, including if risk stratification is introduced. We aimed to describe and quantify preferences for different attributes of risk-stratified screening programmes amongst the UK population, focussing on who to invite for bowel screening. MethodsWe conducted a discrete choice experiment (DCE) including the following attributes: risk factors used to estimate bowel cancer risk (age plus/minus sex, lifestyle factors and genetics); personalisation of risk feedback; risk stratification strategy plus resource implications; default screening in the case of no risk information; number of deaths prevented by screening; and number experiencing physical harm from screening. We used the results of conditional logit regression models to estimate the importance of each attribute, willingness to trade-off between the attributes, and preferences for different programmes using contemporary risk scores and models. Results1196 respondents completed the survey, generating 21,528 DCE observations. Deaths prevented was the most influential attribute on respondents' decision-making (contributing to 58.8% of the choice), followed by harms experienced (15.9%). For every three additional deaths prevented, respondents were willing to accept an additional screening harm per 100,000 people. Risk factors and risk stratification strategy contributed to just 11.1% and 3.6% of the choice, respectively. Although the influence on decision-making was small, respondents favoured more personalised feedback. ConclusionsBowel cancer screening programmes that improve cancer outcomes, particularly by preventing more deaths amongst those screened, are most preferred by the public. Optimising risk prediction models, developing public communication, and readying infrastructure should be prioritised for implementation.

Households’ Willingness to Pay for Renewable Energy Alternatives in Thailand

While the problems about the environmental effects of traditional energy use are growing, Thailand has a rapid response by increasing its renewable energy (RE) policy. Even though Thailand has seen rapid growth in RE, it has been focusing on supporting the producers and not considering the users. In addition, there were few studies on RE receivers in Thailand. To reach sustainable growth and increase the empirical study, this research aims to analyze the socio-economy, electric consumption behavior, attitude, opinions, and cognition of households in Bangkok Metropolitan to willingly pay for RE alternatives in Thailand. A questionnaire survey was carried out for 250 households covering six administrative districts, selected through multistage and stratified sampling techniques. The data were analyzed by descriptive statistics and conditional logit regression. It is found that the overall household in Bangkok still unchanged the status of electricity production based on the findings of socio-economy, behavior, and psychological factors. Considering to pay for RE alternatives, households are willing to pay (WTP) for solar energy at the highest level among other types, and biomass is the least willing to pay when the RE share is expected to reach 40%. These results are relevant for the planning of RE in the metropolitan region and the methodology applicable to other regions for extending RE opportunities to the national level.

Best practices for implementing biosafety inspections in a clinical laboratory: Evidence from a multi-site experimental study.

To explore the key components when designing best practice inspection interventions, so as to induce high compliance with safety guidelines for laboratory workers. Five key components of an inspection intervention, identified from a focus group discussion, were used as the attributes of a discrete choice experiment (DCE). In the DCE, participants were presented with two hypothetical scenarios and asked to choose the scenario in which they were more willing to comply with the laboratory safety guidelines. Data were collected from 35 clinical laboratories in seven healthcare institutes located in Chengdu, China. In total, 188 laboratory workers completed the DCE. The collected data were analyzed using conditional logit regression and latent class analysis. Five key attributes were identified as the most important ones to best ensure laboratory safety: the inspector, the inspection frequency, the inspection timing, the communication of the inspection outcome, and a follow-up with either a reward or a punishment. By investigating the laboratory workers' responses to the attributes, properly implementing the five attributes could improve the workers' compliance from 25.86% (at the baseline case) to 74.54%. Compliance could be further improved with the consideration of the laboratory workers' heterogeneous reactions. In this study, two classes of workers, A and B, were identified. Compliance percentages for Classes A and B would be improved to 85.48% and 81.84%, respectively, when the key attributes were properly implemented for each class. The employment type and the size of the laboratory could be used to predict class membership. The findings indicate the importance of an employee-centered approach in encouraging a worker's compliance. This approach also supports the design of tailored interventions by considering the laboratory workers' heterogeneous responses to the interventions.

Ethical Aspects of Physician Decision-Making for Deprescribing Among Older Adults With Dementia

Physicians endorse deprescribing of risky or unnecessary medications for older adults (aged ≥65 years) with dementia, but there is a lack of information on what influences decisions to deprescribe in this population. To understand how physicians make decisions to deprescribe for older adults with moderate dementia and ethical and pragmatic concerns influencing those decisions. A cross-sectional national mailed survey study of a random sample of 3000 primary care physicians from the American Medical Association Physician Masterfile who care for older adults was conducted from January 15 to December 31, 2021. The study randomized participants to consider 2 clinical scenarios in which a physician may decide to deprescribe a medication for older adults with moderate dementia: 1 in which the medication could cause an adverse drug event if continued and the other in which there is no evidence of benefit. Participants ranked 9 factors related to possible ethical and pragmatic concerns through best-worst scaling methods (from greatest barrier to smallest barrier to deprescribing). Conditional logit regression quantified the relative importance for each factor as a barrier to deprescribing. A total of 890 physicians (35.0%) returned surveys; 511 (57.4%) were male, and the mean (SD) years since graduation was 26.0 (11.7). Most physicians had a primary specialty in family practice (50.4% [449 of 890]) and internal medicine (43.5% [387 of 890]). A total of 689 surveys were sufficiently complete to analyze. In both clinical scenarios, the 2 greatest barriers to deprescribing were (1) the patient or family reporting symptomatic benefit from the medication (beneficence and autonomy) and (2) the medication having been prescribed by another physician (autonomy and nonmaleficence). The least influential factor was ease of paying for the medication (justice). Findings from this national survey study of primary care physicians suggests that understanding ethical aspects of physician decision-making can inform clinician education about medication management and deprescribing decisions for older adults with moderate dementia.

A Longitudinal Evaluation of the Preferences of Patients With Advanced Cancer for Quality of Life and Survival in Malaysia: A Discrete Choice Experiment

ObjectivesThis study aims to quantify the preferences of patients with advanced cancer for quality of life (QoL) outcomes versus survival extension in Malaysia. The secondary aim of this study is to explore the change in preferences over time. MethodsA discrete choice experiment was developed to include 7 attributes valued in cancer management: physical, psychological and social functioning, pain control, survival, place of death, and cost. Patients were recruited via convenience sampling from 2 Malaysian public hospitals. The survey questionnaire was administered to patients within 6 months of their cancer diagnosis with a follow-up 3 months later. Conditional logit regression was used to estimate the preference weight, relative attribute importance, and willingness to pay. ResultsOne hundred valid responses were collected at baseline and 45 at follow-up. Respondents placed higher values on QoL improvements from severe to moderate or mild levels and to achieve home death over survival extension from 6 to 18 months. However, additional improvements (from moderate to mild) in some of the QoL outcomes were not valued as highly as life extension from 12 to 18 months, showing that it was vital for patients to avoid being in “severe” health dysfunction. Improving physical dysfunction from severe to mild yielded 3 times as much value as additional 1-year survival. After 3 months, the respondents’ preferences changed significantly, with increased relative attribute importance of physical functioning, pain control, and cost. ConclusionsAs QoL outcomes are valued more than survival, palliative care should be introduced as early as possible to alleviate suffering related to advanced cancer.

Patient and Public Acceptance of Digital Technologies in Health Care: Protocol for a Discrete Choice Experiment.

Strokes pose a particular challenge to the health care system. Although stroke-related mortality has declined in recent decades, the absolute number of new strokes (incidence), stroke deaths, and survivors of stroke has increased. With the increasing need of neurorehabilitation and the decreasing number of professionals, innovations are needed to ensure adequate care. Digital technologies are increasingly used to meet patients' unfilled needs during their patient journey. Patients must adhere to unfamiliar digital technologies to engage in health interventions. Therefore, the acceptance of the benefits and burdens of digital technologies in health interventions is a key factor in implementing these innovations. This study aims to describe the development of a discrete choice experiment (DCE) to weigh criteria that impact patient and public acceptance. Secondary study objectives are a benefit-burden assessment (estimation of the maximum acceptable burden of technical features and therapy-related characteristics for the patient or individual, eg, no human contact), overall comparison (assessment of the relative importance of attributes for comparing digital technologies), and adherence (identification of key attributes that influence patient adherence). The exploratory objectives include heterogeneity assessment and subgroup analysis. The methodological aims are to investigate the use of DCE. To obtain information on the criteria impacting acceptance, a DCE will be conducted including 7 attributes based on formative qualitative research. Patients with stroke (experimental group) and the general population (control group) are surveyed. The final instrument includes 6 best-best choice tasks in partial design. The experimental design is a fractional-factorial efficient Bayesian design (D-error). A conditional logit regression model and mixed logistic regression models will be used for analysis. To consider the heterogeneity of subgroups, a latent class analysis and an analysis of heteroscedasticity will be performed. The literature review, qualitative preliminary study, survey development, and pretesting were completed. Data collection and analysis will be completed in the last quarter of 2023. Our results will inform decision makers about patients' and publics' acceptance of digital technologies used in innovative interventions. The patient preference information will improve decisions regarding the development, adoption, and pricing of innovative interventions. The behavioral changes in the choice of digital intervention alternatives are observable and can therefore be statistically analyzed. They can be translated into preferences, which define the value. This study will investigate the influences on the acceptance of digital interventions and thus support decisions and future research. DERR1-10.2196/46056.