Consumer preferences for teledermoscopy screening to detect melanoma early
Open accessAbstract
Introduction: ‘Store and forward’ teledermoscopy is a technology with potential advantages for melanoma screening. Any large-scale implementation of this technology is dependent on consumer acceptance. Aim: To investigate preferences for melanoma screening options compared with skin self-examination in adults considered to be at increased risk of developing skin cancer. Methods: A discrete choice experiment was completed by 35 consumers, all of whom had prior experience with the use of teledermoscopy, in Queensland, Australia. Participants made 12 choices between screening alternatives described by seven attributes including monetary cost. A mixed logit model was used to estimate the relative weights that consumers place on different aspects of screening, along with the marginal willingness to pay for teledermoscopy as opposed to screening at a clinic. Results: Overall, participants preferred screening/diagnosis by a health professional rather than skin self-examination. Key drivers of screening choice were for results to be reviewed by a dermatologist; a higher detection rate; fewer non-cancerous moles being removed in relation to every skin cancer detected; and less time spent away from usual activities. On average, participants were willing to pay AUD110 to have teledermoscopy with dermatologist review available to them as a screening option. Discussion and conclusions: Consumers preferentially value aspects of care that are more feasible with a teledermoscopy screening model, as compared with other skin cancer screening and diagnosis options. This study adds to previous literature in the area which has relied on the use of consumer satisfaction scales to assess the acceptability of teledermoscopy.
AI snapshot
Written from the paper’s full text.
TL;DR
In a discrete choice experiment with 35 Queensland consumers at increased melanoma risk and prior teledermoscopy experience, participants preferred screening by a health professional over skin self-examination. They especially valued dermatologist review, higher melanoma detection, fewer non-cancerous moles removed, and lower cost, with an average willingness to pay of AU$110 for teledermoscopy with dermatologist review as an additional screening option.
Key findings
- Participants strongly preferred having screening results reviewed by a dermatologist rather than a GP, a higher chance (>95%) of detection, fewer non-cancerous moles removed (3 vs 10 per skin cancer detected), and lower cost (all p-values <0.05).
- Avoiding more than 4 hours away from usual activities was preferred but significant only at the 10% level; no significant difference was found between screening methods (teledermoscopy vs skin cancer clinic vs GP).
- Skin self-examination was chosen in 36 of 420 choice sets (8.6%) by 6 participants, and no participants chose “no screening.”
- The estimated marginal willingness to pay for adding teledermoscopy with dermatologist review as a fourth screening option was AU$110 on average; after introduction, teledermoscopy had the highest probability of uptake (0.668), compared with skin cancer clinic 0.183 and GP 0.136. If dermatologists staffed skin cancer clinics, the welfare gain fell to AU$52.
Methods
- A discrete choice experiment was completed by 35 consumers in Queensland, Australia, all with prior teledermoscopy experience from a pilot trial; participants were aged 50–64 years and considered at moderate or high risk for melanoma.
- Participants made 12 choices between two generic screening alternatives described by seven attributes, with opt-out options of skin self-examination or no screening; two survey versions were used, with 16/35 completing version 1 and 19/35 version 2.
- Data were analyzed with a mixed multinomial logit model; all attributes except cost were effects coded, cost was continuous, random parameters were initially modeled with normal distributions and 1000 Halton draws, and willingness to pay was estimated using the Small and Rosen compensating variation method.
Limitations
- The paper states the sample was small and homogeneous, all participants had prior teledermoscopy experience, and all were at moderate to high risk of melanoma, limiting generalizability.
- The paper states results are specific to the Australian health system, where GP visits are publicly funded and dermatologist access requires GP referral, so they cannot inform policy makers in other countries without further confirmation.
- The paper states the choice questions had not been tested previously; evident from the text, the sample was also highly educated and high-income, predominantly from major cities, and the DCE elicited hypothetical choices rather than observed screening behavior.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 32 cited sources checked · 0 supported · 0 flagged
- Findingown data
No significant difference was found between teledermoscopy, skin cancer clinic, and GP screening methods in their effect on screening choice.
“No significant difference was found between the different screening methods in terms of their effect on screening choice (teledermoscopy compared to visiting a skin cancer clinic or a GP).”
Quote in the paperSubstantial claim - Findingown data
No participants chose the 'I would prefer not to undertake any screening' opt-out option.
“No respondents opted for the alternative 'no screening'”
Quote in the paperSubstantial claim - Findingown data
Participants preferred that fewer non-cancerous moles (3) are removed to detect one skin cancer, rather than more (10).
“that less non-cancerous moles (3) are removed to detect one skin cancer, rather than more (10)”
Quote in the paperNot a substantial claim - Findingown data
None of the tested additional variables (socio-demographics, prior skin cancer diagnosis, skin cancer detected during trial, worry about developing skin cancer, current skin self-examination) significantly explained heterogeneity around choices.
“None of these variables were shown to significantly explain heterogeneity around choices and they were therefore excluded from the final model.”
Quote in the paperNot a substantial claim - Findingown data
Participants strongly preferred their screening results to be reviewed by a dermatologist rather than a GP.
“Participants strongly preferred their screening results to be reviewed by a dermatologist rather than a GP”
Quote in the paperSubstantial claim
- Findingown data
In a hypothetical scenario where dermatologists staff skin cancer clinics and achieve a lower rate of mole removal, the welfare improvement associated with teledermoscopy is estimated to be AU$52.
“In this scenario, the welfare improvement associated with the teledermoscopy (fourth) option is estimated to be AU$52 (results not presented).”
Quote in the paperSubstantial claim- The authors state this as an assumption: Skin cancer clinics are staffed by GPs rather than dermatologists.
- Findingown data
Participants preferred lower cost.
“and lower cost (all p-values<0.05)”
Quote in the paperNot a substantial claim - Findingown data
Participants preferred a high chance (>95%) of detection during screening.
“a high chance (>95%) of detection during screening”
Quote in the paperNot a substantial claim - Findingown data
The change from three screening options to four screening options including teledermoscopy with dermatologist review is associated with an average welfare improvement of AU$110.
“This change, from three screening options to four screening options is associated with an average welfare improvement of AU$110 (estimated using the Small & Rosen compensating variation equation (Appendix 2).”
- Also stated in: § Abstract · plain
“On average, participants were willing to pay AU$110 to have teledermoscopy with dermatologist review available to them as a screening option.”
Quote in the paperSubstantial claim- The authors state this as an assumption: In the initial state of the world, services provided in a skin cancer or GP clinic have a 1-2 hour distraction from usual activities, greater than 95% chance of detecting a skin cancer, wait time of less than 4 hours for results, results reviewed by a GP, and 5 non-cancerous moles removed for every skin cancer detected.
- The authors state this as an assumption: The teledermoscopy alternative assumes review by a dermatologist and that only 3 non-cancerous moles need to be removed to detect one skin cancer.
- Also stated in: § Abstract · plain
- Findingown data
Participating in a screening service involving a doctor's opinion either during a face-to-face visit or by telediagnosis was strongly preferred over skin self-examination.
“Participating in a screening service involving a doctors' opinion either during a face-to-face visit or by telediagnosis was strongly preferred over skin self-examination as shown by the negative and statistically significant constant for this alternative.”
Quote in the paperSubstantial claim - Findingreasoning
After introduction, the teledermoscopy model is the most likely to be taken up (probability of uptake 0.668).
“the new teledermoscopy model is the most likely to be taken up after its introduction (probability of uptake 0.668).”
Quote in the paperSubstantial claim- The authors state this as an assumption: In the initial state of the world, services provided in a skin cancer or GP clinic have a 1-2 hour distraction from usual activities, greater than 95% chance of detecting a skin cancer, wait time of less than 4 hours for results, results reviewed by a GP, and 5 non-cancerous moles removed for every skin cancer detected.
- The authors state this as an assumption: The teledermoscopy alternative assumes review by a dermatologist and that only 3 non-cancerous moles need to be removed to detect one skin cancer.
- Study design and conductcitation
The screening alternatives were allocated into choice sets using a multinomial logit d-efficient design with zero priors, optimising the likelihood of estimating statistically efficient preference parameters despite the relatively small sample size and inclusion of opt-out alternatives.
“The screening alternatives described by the attributes and levels in Table 1 were allocated into choice sets using a multinomial logit (mnl) d-efficient design, assuming no prior information about the likely magnitude or direction of coefficients (zero priors) [29,30].”
Quote in the paperSubstantial claim0 of 2 sources checked- The authors state this as an assumption: There is no prior information about the likely magnitude or direction of coefficients (zero priors).
- Interpretationown data
Teledermoscopy still provides additional welfare gains to consumers beyond access to a dermatologist and a lower rate of mole removal.
“Thus, teledermoscopy still provides additional welfare gains to consumers beyond access to a dermatologist and a lower rate of mole removal.”
Quote in the paperSubstantial claim - Interpretationown data
The likelihood of uptake and welfare gain is driven primarily by having review of the results by a dermatologist rather than a GP.
“This likelihood of uptake and welfare gain is driven primarily by having review of the results by a dermatologist rather than a GP.”
Quote in the paperSubstantial claim - Study design and conductcitation
The sample was recruited to all have previous experience with teledermoscopy in a pilot trial, to control for prior experience influence on choice.
“As prior experience of a good or service can be a strong influence on choice [31], it was decided to control for this by recruiting a sample who all had previous experience with teledermoscopy in a pilot teledermoscopy trial [11].”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationown data
Overall, many aspects of skin cancer screening and triage offered by teledermoscopy are valued by consumers at moderate to high risk of skin cancer.
“Overall, we found that many of the aspects of skin cancer screening and skin cancer triage offered by teledermoscopy are valued by consumers at moderate to high risk of skin cancer, which is an important consideration for health service design.”
Quote in the paperSubstantial claim - Interpretationown data
The indicative welfare gain of AU$110 to have teledermoscopy available as an additional screening option strongly suggests this screening mode could provide a societal welfare gain, even after considering comparative costs of providing the service.
“The indicative welfare gain of AU$110 to have teledermoscopy available as an additional screening option strongly suggests this screening mode could provide a societal welfare gain, even after considering the comparative costs of providing this service.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 13
- May combine two claims. 12
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataCompleted DCE surveys were returned by 35 participants (70% participation rate).
“Completed DCE surveys were returned by 35 participants (70% participation rate).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNot spending greater than 4 hours away from usual activities was preferred, but this was only significant at the 10% level.
“Not spending greater than 4 hours away from usual activities was preferred, but this was only significant at the 10% level.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone givenThe estimate of welfare gain is sensitive to the assumption that skin cancer clinics are staffed by GPs rather than dermatologists, and drops to AU$52 if this assumption is not met in practice.
“This estimate is also sensitive to the assumption that skin cancer clinics are staffed by GPs rather than dermatologists and the estimate drops to AU$52 if this assumption is not met in practice.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Skin cancer clinics are staffed by GPs rather than dermatologists.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationMany of the results supporting the importance of particular attributes in this study are in concordance with previous literature on consumer satisfaction with teledermoscopy or teledermatology.
“Many of the results found supporting the importance of particular attributes in this study are in concordance with the previous literature focusing on consumer satisfaction with teledermoscopy or teledermatology more broadly [14,18,19,27,28].”
Quote in the paperNot a substantial claim0 of 5 sources checkedMay combine two claims.
PremisecitationTeledermoscopy images reviewed by an experienced teledermatologist have high concordance with face-to-face diagnoses, approximating 100% sensitivity and around 90% specificity to differentially diagnose melanoma and non-melanoma skin cancers.
“Studies have found that results from teledermoscopy images, reviewed by an experienced teledermatologist, have high concordance with face-to-face diagnoses, as well as approximating 100% sensitivity and around 90% specificity to differentially diagnose melanoma and non-melanoma skin cancers [11][12][13][14].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [11][12][13][14]
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductcitationThe survey containing the DCE was developed and administered according to best practice guidelines.
“A survey containing a DCE was developed and administered according to best practice guidelines [26].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [26] source
Not checked in the free run.
May combine two claims.
PremisecitationConsumer preferences for teledermoscopy have predominantly been measured by consumer satisfaction rating scales, with somewhat mixed results.
“Consumer preferences have predominantly been measured by 'consumer satisfaction' rating scales, with somewhat mixed results [16][17][18][19][20][21][22].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [16][17][18][19][20][21][22]
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningTwo versions of the survey were created with 12 unique choice questions each, and participants were randomly allocated to each version to reduce participant burden.
“To reduce participant burden, two versions of the survey were created with 12 unique choice questions contained in each version; participants were randomly allocated to each version.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationA Discrete Choice Experiment (DCE) is a type of survey which elicits consumer preferences around service delivery in a number of different disciplines, including increasingly in health.
“A Discrete Choice Experiment (DCE) is a type of survey which elicits consumer preferences around service delivery in a number of different disciplines, including increasingly in health [23][24][25].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [23][24][25]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe DCE data were analysed using a mixed-logit model (MMNL), which offers advantages over the more often used multinominal logit (MNL).
“Here, we use a mixed-logit model (MMNL) which offers advantages to the more often used multinominal logit (MNL) [32,33].”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThere were no missing choice data.
“There were no missing choice data.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningA constraint was added to the design to avoid unrealistic combinations: review by a GP was constrained to appear only with screening at a skin cancer or GP clinic, whereas teledermoscopy could be reviewed by either a GP or a dermatologist.
“Specifically, review by a GP was constrained to only appear with screening being performed at a skin cancer or GP clinic; whereas, screening by teledermoscopy could be reviewed by either a GP or a dermatologist.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationTeledermoscopy has the potential to assist with managing clinician workloads, increasing access to dermatologists and potentially avoiding unnecessary biopsies and other investigations which occur at a higher rate when performed by non-dermatologist and less experienced clinicians.
“Thus, teledermoscopy has the potential to assist with managing clinician workloads, increasing access to dermatologists and potentially avoiding unnecessary biopsies and other investigations which occur at a higher rate when performed by non-dermatologist and less experienced clinicians [15].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [15] source
Not checked in the free run.
May combine two claims.
Study design and conductcitationThe screening alternatives and attribute levels were chosen based on results of three previous surveys in the target group, a literature review, and included important screening outcome, financial and convenience considerations.
“These alternatives, and the different attribute levels over which they vary, were chosen based on the results of three previous surveys undertaken in the target group [11], as well as a literature review [14, 16-22, 27, 28] and included important screening outcome, financial and convenience considerations.”
Quote in the paperSubstantial claim0 of 10 sources checked- cites [11] source
Not checked in the free run.
- cites [14] source
Not checked in the free run.
- cites [16] source
Not checked in the free run.
- cites [17] source
Not checked in the free run.
- cites [18] source
Not checked in the free run.
- cites [19] source
Not checked in the free run.
- cites [20] source
Not checked in the free run.
- cites [21] source
Not checked in the free run.
- cites [22] source
Not checked in the free run.
- cites [27] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationA review by Demiris et al. (2004) identified 14 studies related to consumer satisfaction and acceptance of teledermatology applications and concluded that satisfaction is multidimensional, covering convenience of the service, confidence in the result, and ease of communication with the clinician.
“The authors concluded that the concept of satisfaction is multidimensional and should cover many underlying factors including convenience of the service; confidence in the result; and ease of communication with the clinician [18].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Demiris et al. (2004)
Not checked in the free run.
- cites [18] source
Not checked in the free run.
May combine two claims.
InterpretationreasoningTeledermoscopy is an innovative technology which potentially offers at least equivalent health outcomes for consumers, delivered in a more acceptable way and may offer improved health service efficiency.
“Teledermoscopy is an innovative technology which potentially offers at least equivalent health outcomes for consumers, delivered in a more acceptable way and may offer improved health service efficiency.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationWhited et al. found that the majority of consumers agreed they had confidence that dermatologists can diagnose teledermatology pictures and that a teledermatology consult is more convenient than going to a dermatologist clinic.
“For example, Whited et al. found that the majority of consumers agreed that they had confidence that dermatologists can diagnose teledermatology pictures and that a teledermatology consult is more convenient than going to a dermatologist clinic [22].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] source
Not checked in the free run.
May combine two claims.
PremisecitationCollins et al. showed no difference in overall satisfaction depending on type of consultation (face to face vs teledermatology) and both groups were happy with their care.
“Qualitative and quantitative results from Collins et al. show no difference in the overall satisfaction depending on the type of consultation (face to face compared with teledermatology) [17] and that both groups were happy with their care.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [17] source
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationcitationThe use of DCE methodology here is an advance on existing literature which relied on satisfaction rating scales that do not allow relative importance of different aspects of the service to be directly compared.
“The use of a DCE methodology here is an advance on the existing literature which relied on the use of satisfaction rating scales, which don't allow for the relative importance of different aspects of the service to be directly compared [37].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [37]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningDue to the particular nature of the Australian health service, where GP visits are publicly funded and access to a dermatologist requires a GP referral, results cannot inform policy makers in other countries without further confirmation.
“Further, due to the particular nature of the Australian health service, where GP visits are publicly funded and access to a dermatologist requires a GP referral, results cannot inform policy makers in other countries without further confirmation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAzfar et al. found that the majority (40%) of participants would be willing to wait 1-3 days for a response from mobile teledermatology, compared with 19% who wanted the answer on the same day.
“Interestingly, the majority (40%) of participants answered 1-3 days compared with 19% who wanted the answer on the same day.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Azfar et al.
Not checked in the free run.
The paper relies on this without support.
Consumer acceptance of teledermoscopy is essential if broad implementation of the strategy is to be considered.
“However consumer acceptance of this approach has yet to be established and is essential if broad implementation of this strategy is to be considered.”
The paper relies on this without support.
Satisfaction rating scales are unidimensional.
“However, one of the main limitations with using satisfaction rating scales is that they are unidimensional.”
The authors state this as an assumption.
Skin self-examination is the base alternative and its utility is constant.
“Instead, skin-self-examination was assumed to be the base alternative, the utility of which was assumed to be constant.”
The authors state this as an assumption.
Distributions around random parameters are normal.
“All distributions around random parameters were assumed to be normal and estimated using 1000 halton draws”
The authors state this as an assumption.
There is no prior information about the likely magnitude or direction of coefficients (zero priors).
“assuming no prior information about the likely magnitude or direction of coefficients (zero priors)”
The authors state this as an assumption.
In the initial state of the world, services provided in a skin cancer or GP clinic have a 1-2 hour distraction from usual activities, greater than 95% chance of detecting a skin cancer, wait time of less than 4 hours for results, results reviewed by a GP, and 5 non-cancerous moles removed for every skin cancer detected.
“We assume a 1-2 hour distraction from usual activities, greater than 95% chance of detecting a skin cancer if one is present, a wait time of less than 4 hours for results, that the results are reviewed by a GP, and that 5 non-cancerous moles are removed for every skin cancer detected for services provided in a skin cancer or GP clinic.”
The authors state this as an assumption.
The teledermoscopy alternative assumes review by a dermatologist and that only 3 non-cancerous moles need to be removed to detect one skin cancer.
“The introduction of a teledermoscopy alternative as an additional (fourth) screening mode, assumes review by a dermatologist and that only 3 non-cancerous moles need to be removed to detect one skin cancer.”
The authors state this as an assumption.
Skin cancer clinics are staffed by GPs rather than dermatologists.
“This estimate is also sensitive to the assumption that skin cancer clinics are staffed by GPs rather than dermatologists”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Store-and-forward teledermatology is well-accepted by patients and caregivers.
“Store-and-forward teledermatology is well-accepted by patients and caregivers [59,69,70].”
From Use of Smartphones for Early Detection of Melanoma: Systematic Review (2018) · cites this paper as [69]
The Results (page unavailable) estimate a 0.668 probability of uptake for the teledermoscopy model, supporting potential consumer acceptance. But the Introduction (page unavailable) describes earlier satisfaction findings as mixed, and the paper does not establish that store-and-forward teledermatology is well accepted by caregivers. (LLM, conf=0.87)
Experimental — accuracy not yet measured
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.
Initial skin cancer clinic uptake differs from Table 5
MinorThe text reports an initial uptake probability of 0.548 for skin cancer clinic screening, but Table 5 reports 0.553 for the three-alternative scenario.
“Whilst the skin cancer clinic model is the most demanded initially (0.548 probability of uptake)”
“| Three available | 0.037 | 0.553 | 0.410 | NA |”
Cites
Discrete Choice Methods with Simulation
Train, K. E. (2001) · doi:10.1017/cbo9780511805271 · Cited by 7,784 · see citing works
Bridges, J. F. P., Hauber, A. B., Marshall, D., Lloyd, A., Prosser, L. A., Regier, D. A., Johnson, F. R., & Mauskopf, J. (2011) · Value in Health · doi:10.1016/j.jval.2010.11.013 · Cited by 2,029 · see citing works
Applied Choice Analysis: A Primer
Hensher, D. A., Rose, J. M., & Greene, W. H. (2005) · doi:10.1017/cbo9780511610356 · Cited by 1,823 · see citing works
Conducting Discrete Choice Experiments to Inform Healthcare Decision Making: A User??s Guide
Lancsar, E., & Louviere, J. (2008) · PharmacoEconomics · doi:10.2165/00019053-200826080-00004 · Cited by 1,707 · see citing works
Discrete choice experiments in health economics: a review of the literature
de Bekker‐Grob, E. W., Ryan, M., & Gerard, K. (2012) · Health Economics · doi:10.1002/hec.1697 · Cited by 1,329 · see citing works
Applied Welfare Economics with Discrete Choice Models
Small, K. A., & Rosen, H. S. (1981) · Econometrica · doi:10.2307/1911129 · Cited by 1,191 · see citing works
Levin, I. P., & Gaeth, G. J. (1988) · Journal of Consumer Research · doi:10.1086/209174 · Cited by 1,172 · see citing works
Constructing Efficient Stated Choice Experimental Designs
Rose, J. M., & Bliemer, M. C. J. (2009) · Transport Reviews · doi:10.1080/01441640902827623 · Cited by 797 · see citing works
Designing efficient stated choice experiments in the presence of reference alternatives
Rose, J. M., Bliemer, M. C. J., Hensher, D. A., & Collins, A. T. (2008) · Transportation Research Part B: Methodological · doi:10.1016/j.trb.2007.09.002 · Cited by 528 · see citing works
Discrete choice experiments in health care
Ryan, M. (2004) · BMJ · doi:10.1136/bmj.328.7436.360 · Cited by 443 · see citing works
Teledermatology for diagnosis and management of skin conditions: A systematic review
Warshaw, E. M., Hillman, Y. J., Greer, N. L., Hagel, E. M., MacDonald, R., Rutks, I. R., & Wilt, T. J. (2011) · Journal of the American Academy of Dermatology · doi:10.1016/j.jaad.2010.08.026 · Cited by 310 · cited 1× · see citing works
“Many of the results found supporting the importance of particular attributes in this study are in concordance with the previous literature focusing on consumer satisfaction with teledermoscopy or teledermatology more broadly.(14,18,19,27,28) For example, Whited et al.”
ResultKroemer, S., Frühauf, J., Campbell, T. M., Massone, C., Schwantzer, G., Soyer, H. P., & Hofmann-Wellenhof, R. (2011) · British Journal of Dermatology · doi:10.1111/j.1365-2133.2011.10208.x · Cited by 202 · see citing works
Self-citationTeledermatology research review
Whited, J. D. (2006) · International Journal of Dermatology · doi:10.1111/j.1365-4632.2004.02427.x · Cited by 186 · see citing works
Whiteman, D. C., Baade, P. D., & Olsen, C. M. (2014) · Journal of Investigative Dermatology · doi:10.1038/jid.2014.452 · Cited by 174 · see citing works
Lancsar, E., & Savage, E. (2004) · Health Economics · doi:10.1002/hec.870 · Cited by 160 · see citing works
Piccolo, D., Ferrari, A., Peris, K., Daidone, R., Ruggeri, B., & Chimenti, S. (2002) · British Journal of Dermatology · doi:10.1046/j.1365-2133.2002.04978.x · Cited by 159 · see citing works
Melanoma Screening with Cellular Phones
Massone, C., Hofmann-Wellenhof, R., Ahlgrimm-Siess, V., Gabler, G., Ebner, C., & Peter Soyer, H. (2007) · PLoS ONE · doi:10.1371/journal.pone.0000483 · Cited by 136 · see citing works
Patient and referring provider satisfaction with teledermatology
Weinstock, M. A., Nguyen, F. Q., & Risica, P. M. (2002) · Journal of the American Academy of Dermatology · doi:10.1067/mjd.2002.119666 · Cited by 120 · see citing works
Tan, E., Yung, A., Jameson, M., Oakley, A., & Rademaker, M. (2010) · British Journal of Dermatology · doi:10.1111/j.1365-2133.2010.09673.x · Cited by 116 · see citing works
Patient and Clinician Satisfaction with a Store-and-Forward Teledermatology Consult System
Whited, J. D., Hall, R. P., Foy, M. E., Marbrey, L. E., Grambow, S. C., Dudley, T. K., Datta, S. K., Simel, D. L., & Oddone, E. Z. (2004) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2004.10.422 · Cited by 110 · see citing works
Collins, K., Walters, S., & Bowns, I. (2004) · Journal of Telemedicine and Telecare · doi:10.1258/135763304322764167 · Cited by 99 · cited 3× · see citing works
“show no difference in the overall satisfaction depending on the type of consultation (face to face compared with teledermatology) [17] and that both groups were happy with their care.”
BackgroundMethodBetter, sooner, more convenient: A successful teledermoscopy service
Lim, D., Oakley, A. M., & Rademaker, M. (2012) · Australasian Journal of Dermatology · doi:10.1111/j.1440-0960.2011.00836.x · Cited by 79 · see citing works
A pilot trial of mobile, patient-performed teledermoscopy
Manahan, M. N., Soyer, H. P., Loescher, L. J., Horsham, C., Vagenas, D., Whiteman, D. C., Olsen, C. M., & Janda, M. (2015) · British Journal of Dermatology · doi:10.1111/bjd.13550 · Cited by 75 · see citing works
Self-citationAitken, J. F., Janda, M., Lowe, J. B., Elwood, M., Ring, I. T., Youl, P., & Firman, D. W. (2004) · Cancer Causes & Control · doi:10.1023/b:caco.0000036451.39128.f6 · Cited by 73 · see citing works
Self-citationWu, X., Oliveria, S. A., Yagerman, S., Chen, L., DeFazio, J., Braun, R., & Marghoob, A. A. (2015) · JAMA Dermatology · doi:10.1001/jamadermatol.2014.3837 · Cited by 67 · see citing works
Teledermatology for skin cancer prevention: an experience on 690 A ustrian patients
Massone, C., Maak, D., Hofmann‐Wellenhof, R., Soyer, H. P., & Frühauf, J. (2013) · Journal of the European Academy of Dermatology and Venereology · doi:10.1111/jdv.12351 · Cited by 59 · see citing works
Self-citationDeriving welfare measures in discrete choice experiments: a comment to Lancsar and Savage (1)
Ryan, M. (2004) · Health Economics · doi:10.1002/hec.869 · Cited by 58 · see citing works
Azfar, R. S., Weinberg, J. L., Cavric, G., Lee-Keltner, I. A., Bilker, W. B., Gelfand, J. M., & Kovarik, C. L. (2011) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2011.110115 · Cited by 51 · see citing works
Wilkinson, D., Askew, D. A., & Dixon, A. J. (2006) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2006.tb00176.x · Cited by 50 · see citing works
Assessment of Patients' Acceptance of and Satisfaction with Teledermatology
Demiris, G., Speedie, S. M., & Hicks, L. L. (2004) · Journal of Medical Systems · doi:10.1023/b:joms.0000044959.71456.df · Cited by 50 · see citing works
e-Health Tools for Targeting and Improving Melanoma Screening: A Review
Tyagi, A., Miller, K., & Cockburn, M. (2012) · Journal of Skin Cancer · doi:10.1155/2012/437502 · Cited by 26 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Queensland Cancer Registry, 2013, Cancer in Queensland: Incidence, mortality, survival and prevelance 1982–2011
- Non-melanoma Skin Cancer Working Group, 2003, The 2002 national non-melanoma cancer survey
- Hensher DA, 1994, Transportation (1986–1998), 21, 107
Cited by
Sorted by citations
Discrete Choice Experiments in Health Economics: Past, Present and Future
Soekhai, V., de Bekker-Grob, E. W., Ellis, A. R., & Vass, C. (2018) · PharmacoEconomics · doi:10.1007/s40273-018-0734-2 · Cited by 815 · see citing works
Teledermatology for the Diagnosis and Management of Skin Cancer: A Systematic Review
Finnane, A., Dallest, K., Janda, M., & Soyer, H. P. (2017) · JAMA Dermatology · doi:10.1001/jamadermatol.2016.4361 · Cited by 257 · see citing works
Self-citationA Systematic Review of the Use of Telemedicine in Plastic and Reconstructive Surgery and Dermatology
Vyas, K. S., Hambrick, H. R., Shakir, A., Morrison, S. D., Tran, D. C., Pearson, K., Vásconez, H. C., Mardini, S., Gosman, A. A., Dobke, M. K., et al. (2017) · Annals of Plastic Surgery · doi:10.1097/sap.0000000000001044 · Cited by 139 · see citing works
Use of Smartphones for Early Detection of Melanoma: Systematic Review
Rat, C., Hild, S., Rault Sérandour, J., Gaultier, A., Quereux, G., Dreno, B., & Nguyen, J.-M. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9392 · Cited by 107 · see citing works
“Store-and-forward teledermatology is well-accepted by patients and caregivers [59,69,70].”
Salloum, R. G., Shenkman, E. A., Louviere, J. J., & Chambers, D. (2017) · Implementation Science · doi:10.1186/s13012-017-0675-8 · Cited by 90 · see citing works
Consumer acceptance of patient-performed mobile teledermoscopy for the early detection of melanoma
Horsham, C., Loescher, L. J., Whiteman, D. C., Soyer, H. P., & Janda, M. (2016) · British Journal of Dermatology · doi:10.1111/bjd.14630 · Cited by 67 · see citing works
Self-citationMobile teledermatology for skin cancer screening: A diagnostic accuracy study
Markun, S., Scherz, N., Rosemann, T., Tandjung, R., & Braun, R. P. (2017) · Medicine · doi:10.1097/md.0000000000006278 · Cited by 58 · see citing works
Augustin, M., Wimmer, J., Biedermann, T., Blaga, R., Dierks, C., Djamei, V., Elmer, A., Elsner, P. U., Enk, A., Gass, S., et al. (2018) · JDDG Journal der Deutschen Dermatologischen Gesellschaft · doi:10.1111/ddg.13512 · Cited by 48 · see citing works
Koh, U., Horsham, C., Soyer, H. P., Loescher, L. J., Gillespie, N. A., Vagenas, D., & Janda, M. (2018) · Dermatology · doi:10.1159/000493728 · Cited by 47 · see citing works
Self-citationThe Willingness to Pay for Telemedicine Among Patients With Chronic Diseases: Systematic Review
Chua, V., Koh, J. H., Koh, G. C., & Tyagi, S. (2022) · Journal of Medical Internet Research · doi:10.2196/33372 · Cited by 48 · see citing works
Recent trends in teledermatology and teledermoscopy.
Lee, K., Finnane, A. R., & Soyer, H. P. (2018) · Europe PMC (PubMed Central) · doi:10.5826/dpc.0803a13 · Cited by 42 · see citing works
Self-citationDovigi, E., Kwok, E. Y. L., & English, J. C. (2020) · Current Dermatology Reports · doi:10.1007/s13671-020-00323-0 · Cited by 39 · see citing works
Snoswell, C. L., Smith, A. C., Scuffham, P., & Whitty, J. A. (2016) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x16671407 · Cited by 38 · see citing works
Self-citationSnoswell, C. L., Whitty, J. A., Caffery, L. J., Loescher, L. J., Gillespie, N. A., & Janda, M. (2018) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x18799582 · Cited by 35 · see citing works
Self-citationAttributes Used for Cancer Screening Discrete Choice Experiments: A Systematic Review
Hall, R., Medina‐Lara, A., Hamilton, W. T., & Spencer, A. E. (2021) · Patient · doi:10.1007/s40271-021-00559-3 · Cited by 33 · see citing works
Gordon, L. G., Shih, S. T. F., Watts, C. G., Goldsbury, D. E., & Green, A. C. (2021) · Public Health Research & Practice · doi:10.17061/phrp31502119 · Cited by 33 · see citing works
Patient preferences for specialist outpatient video consultations: A discrete choice experiment
Snoswell, C. L., Smith, A. C., Page, M. J., & Caffery, L. J. (2021) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x211022898 · Cited by 31 · see citing works
Webb, E., Lynch, Y., Meads, D. M., Judge, S., Randall, N., Goldbart, J., Meredith, S., Moulam, L., Hess, S., & Murray, J. E. (2019) · BMJ Open · doi:10.1136/bmjopen-2019-030274 · Cited by 22 · see citing works
From diagnosis to intervention: a review of telemedicine’s role in skin cancer care
Mashoudy, K. D., Perez, S. M., & Nouri, K. (2024) · Archives of Dermatological Research · doi:10.1007/s00403-024-02884-7 · Cited by 20 · see citing works
Xie, Z., Chen, J., & Or, C. K. (2022) · Journal of Medical Internet Research · doi:10.2196/25959 · Cited by 20 · see citing works
Skin Doctor Consultations Using Mobile Teledermoscopy: Exploring Virtual Care Business Models
Kho, J. M., Gillespie, N. A., Horsham, C., Snoswell, C. L., Vagenas, D., Soyer, H. P., & Janda, M. (2020) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2019.0228 · Cited by 20 · see citing works
Self-citationThe Future of Precision Prevention for Advanced Melanoma
Lee, K., Betz‐Stablein, B., Stark, M. S., Janda, M., McInerney-Leo, A. M., Caffery, L. J., Gillespie, N. A., Yanes, T., & Soyer, H. P. (2022) · Frontiers in Medicine · doi:10.3389/fmed.2021.818096 · Cited by 19 · see citing works
Self-citationArtificial Intelligence Approach in Melanoma
Curiel‐Lewandrowski, C. N., Novoa, R. A., Berry, E., Celebi, M. E., Codella, N., Giuste, F., Gutman, D. A., Halpern, A. C., Leachman, S. A., Liu, Y., et al. (2019) · Springer eBooks · doi:10.1007/978-1-4614-7322-0_43-1 · Cited by 20 · see citing works
Janda, M., Horsham, C., Koh, U., Gillespie, N. A., Loescher, L. J., Vagenas, D., & Soyer, H. P. (2018) · Dermatology · doi:10.1159/000493729 · Cited by 18 · see citing works
Self-citationPatient preferences for health information technologies: a systematic review
Crossnohere, N. L., Weiss, B., Hyman, S. R., & Bridges, J. F. P. (2021) · Journal of Hospital Management and Health Policy · doi:10.21037/jhmhp-20-105 · Cited by 15 · see citing works
Brain, D., Jadambaa, A., & Kularatna, S. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08464-7 · Cited by 17 · see citing works
Mir, J. F., Estrada-Campmany, M., Heredia, A. B., Rodríguez-Caba, C., Alcalde, M. C., Espinosa, N., Monnier, J., Pérez‐Ánker, J., Yélamos, O., Puig, S., et al. (2019) · Pharmacy Practice · doi:10.18549/pharmpract.2019.3.1455 · Cited by 14 · see citing works
Becevic, M., Smith, E. H., Golzy, M., Bysani, R. V., Rosenfeld, A., Mutrux, E. R., Hoffman, K. G., Wallach, E., McElroy, J. A., & Edison, K. E. (2021) · Cureus · doi:10.7759/cureus.15322 · Cited by 14 · see citing works
Vo, L. K., Allen, M. J., Cunich, M. M., Thillainadesan, J., McPhail, S., Sharma, P., Wallis, S., McGowan, K., & Carter, H. E. (2023) · Social Science & Medicine · doi:10.1016/j.socscimed.2023.116459 · Cited by 14 · see citing works
Understanding digital health ecosystem from Australian citizens’ perspective: A scoping review
Alvandi, A. O., Bain, C., & Burstein, F. (2021) · PLoS ONE · doi:10.1371/journal.pone.0260058 · Cited by 14 · see citing works
Snoswell, C. L., Whitty, J. A., Caffery, L. J., Kho, J. M., Horsham, C., Loescher, L. J., Vagenas, D., Gillespie, N. A., Soyer, H. P., & Janda, M. (2021) · Dermatology · doi:10.1159/000517257 · Cited by 13 · see citing works
Self-citationArtificial Intelligence Approach in Melanoma
Curiel‐Lewandrowski, C. N., Novoa, R. A., Berry, E., Celebi, M. E., Codella, N., Giuste, F., Gutman, D. A., Halpern, A. C., Leachman, S. A., Liu, Y., et al. (2019) · Springer eBooks · doi:10.1007/978-1-4614-7147-9_43 · Cited by 10 · see citing works
Willingness to pay for cancer prevention, screening, diagnosis, and treatment: a systematic review
Ben-Aharon, O., Iskrov, G. G., Sagy, I., & Greenberg, D. (2023) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1080/14737167.2023.2167713 · Cited by 9 · see citing works
Teledermatology vs. Face-to-Face Dermatology for the Diagnosis of Melanoma: A Systematic Review
Rico, M. L., Val, M. G., Rojas, M. D. S., Leboráns, L. M., Otero, C. R., & Flórez, Á. (2025) · Cancers · doi:10.3390/cancers17172836 · Cited by 9 · see citing works
Webb, E., Meads, D. M., Eskytė, I., Ford, H. L., Bekker, H., Chataway, J., Pepper, G., Marti, J., Okan, Y., Pavitt, S. H., et al. (2020) · Patient · doi:10.1007/s40271-020-00429-4 · Cited by 9 · see citing works
Public preferences for online medical consultations in China: a discrete choice experiment
Wang, P., Huang, Y., Li, H., & Xi, X. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1282387 · Cited by 8 · see citing works
Har, C. E., Gao, Q., Chen, W., & Wang, Y. (2025) · Patient · doi:10.1007/s40271-025-00775-1 · Cited by 6 · see citing works
Dermoscopic Photographs Impact Confidence and Management of Remotely Triaged Skin Lesions
Rogers, T., McCrary, M. R., Yeung, H., Krueger, L. D., & Chen, S. C. (2022) · Dermatology Practical & Conceptual · doi:10.5826/dpc.1203a129 · Cited by 6 · see citing works
Revolutionizing Skin Cancer Triage: The Role of Patient-Initiated Teledermoscopy in Remote Diagnosis
Foltz, E. A., Łudzik, J., Leachman, S. A., Stoos, E. R., Greiling, T. M., Teske, N. M., Clayton, L., Becker, A. L., & Witkowski, A. M. (2024) · Cancers · doi:10.3390/cancers16142565 · Cited by 6 · see citing works
Willingness to Pay for Teledermoscopy Services at a University Health Center
Raghu, T. S., Yiannias, J. A., Sharma, N., & Markus, A. L. (2018) · Journal of Patient Experience · doi:10.1177/2374373517748657 · Cited by 6 · see citing works
The Teledermatology Experience: Cost Savings and Image Quality Control
Wallace, M. M., Hackstadt, A. J., Zhao, Z., Patrinely, J. R., Zic, J. A., Ellis, D. L., Paul, L., Sultan, M., Danford, B. C., & Hanlon, A. M. (2023) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2022.0528 · Cited by 5 · see citing works
Blum, A., Haase, S., Barlinn, S., Kopplin, D., Neher, S., Ott, N., Ottinger, M., Ridder, J., Seifert-Ibach, C., Witzel, A., et al. (2020) · Der Hautarzt · doi:10.1007/s00105-020-04584-5 · Cited by 5 · see citing works
Mobile Teledermatologie in der Behandlung chronischer Ulzera
Eber, E. L., Arzberger, E. J., Michor, C., Hofmann‐Wellenhof, R., & Salmhofer, W. (2019) · Der Hautarzt · doi:10.1007/s00105-019-4397-5 · Cited by 4 · see citing works
Current Economic Evidence for Teledermoscopy
Snoswell, C. L., & Caffery, L. J. (2020) · Current Dermatology Reports · doi:10.1007/s13671-020-00305-2 · Cited by 4 · see citing works
Brain, D., Jadambaa, A., & Kularatna, S. (2022) · Research Square · doi:10.21203/rs.3.rs-1379349/v1 · Cited by 4 · see citing works
The use of discrete choice experiments in evaluating telehealth: a systematic review
Savira, F., Frith, M., Nguyen, D., Norman, R., Senyel, D., Boyd, J., & Robinson, S. (2025) · Health Policy · doi:10.1016/j.healthpol.2025.105421 · Cited by 3 · see citing works
Teledermatology for Skin Cancer: The Australian Experience
Martin, A., & Guitera, P. (2020) · Current Dermatology Reports · doi:10.1007/s13671-020-00291-5 · Cited by 2 · see citing works
Mobile Dermatoscope Type in Patient-Performed Teledermoscopy
Ackermann, D. M., Medcalf, E., Turner, R. M., Hersch, J. K., Janda, M., Guitera, P., Soyer, H. P., Bracken, K., Martin, L. K., Mar, V., et al. (2025) · JAMA Dermatology · doi:10.1001/jamadermatol.2025.4792 · Cited by 1 · see citing works
Self-citationLam, Q., Clay, L., Taylor, D., & Brown, P. (2025) · Journal of Primary Health Care · doi:10.1071/hc24158 · Cited by 1 · see citing works
Santa‐Vélez, C., Rueda, X., Pulido, L., Pozzobon, C., Sánchez, R., & Acosta, Á. (2018) · Revista de la Asociación Colombiana de Dermatología y Cirugía Dermatológica · doi:10.29176/2590843x.45 · Cited by 1 · see citing works
Samofalov, D. O. (2021) · Public management and administration in Ukraine · doi:10.32843/pma2663-5240-2021.21.14
(2020) · Elsevier eBooks · doi:10.1016/b978-0-7020-6882-9.16001-2
Factors Influencing Willingness to Pay for Teledermatology among Patients with Psoriasis
Rutnumnoi, T., Chaiyabutr, C., Silpa‐archa, N., Wongpraparut, C., & Chularojanamontri, L. (2022) · Siriraj Medical Journal/San Sirirat · doi:10.33192/smj.2022.86
Teledermatology: Patient and Provider Satisfaction
Ahmad, M., & Perkins, S. H. (2023) · Updates in clinical dermatology · doi:10.1007/978-3-031-27276-9_20
Mashoudy, K. D., Perez, S. M., & Nouri, K. (2024) · Springer eBooks · doi:10.1007/978-3-031-69091-4_5 · Cited by 1 · see citing works
Client preferences in noncommunicable diseases management in Australia: A scoping review
Endalamaw, A., Darssan, D., Khatri, R. B., & Assefa, Y. A. (2025) · PLOS Global Public Health · doi:10.1371/journal.pgph.0005568
Brain, D., Jadambaa, A., & Kularatna, S. (2022) · Figshare · doi:10.6084/m9.figshare.20625016
Brain, D., Jadambaa, A., & Kularatna, S. (2022) · Figshare · doi:10.6084/m9.figshare.20625022
- Authors
- Spinks, J., Janda, M., Soyer, H. P., & Whitty, J. A.
- Affiliations
- Griffith University (AU)
- Queensland University of Technology (AU)
- Translational Research Institute (AU)
- The University of Queensland (AU)
- Corresponding author
- Spinks, Jean
- Venue
- Journal of Telemedicine and Telecare
- Publisher
- SAGE Publications
- Published
- 2015-05-29
- Volume
- 22
- Issue
- 1
- Pages
- 39-46
- ISSN
- 1357-633X (ISSN-L)
- 1758-1109
- OpenAlex
- W1546830067
- Cited by
- 61
- References
- 31
- Citations by year
- 2025: 6 · 2024: 3 · 2023: 5 · 2022: 10 · 2021: 8 · 2020: 7 · 2019: 5 · 2018: 9 · 2017: 4 · 2016: 4
- FWCI
- 2.46
- Type
- journal article
- Language
- en
- Open access
- green
- purl.org
- Locations
- Journal of Telemedicine and Telecare (publishedVersion)
- PubMed (publishedVersion)
- QUT ePrints (Queensland University of Technology) (submittedVersion)
- UEA Digital Repository (University of East Anglia) (submittedVersion)
- Griffith Research Online (submittedVersion)
- Funders
- Griffith University
- Menzies Health Institute Queensland
- Medical Research Council
- National Health and Medical Research Council (1045247, 1061183)
- Topics
- Health Sciences › Medicine › Oncology › Cutaneous Melanoma Detection and Management
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic and Environmental Valuation
- Keywords
- teledermoscopy, melanoma screening, consumer preferences, willingness to pay, skin self-examination, store-and-forward telemedicine, skin cancer risk, early cancer detection, screening acceptability
- MeSH terms
- Consumer Behavior, Female, Humans, Male, Melanoma, Middle Aged, Queensland, Skin Neoplasms, Information Storage and Retrieval, Telemedicine, Dermoscopy, Early Detection of Cancer, Patient Preference
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 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
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.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review