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Record W2937854289 · doi:10.1093/asj/sjz105

The Impact of Skin Care Product Sales in an Aesthetic Plastic Surgery Practice

2019· article· en· W2937854289 on OpenAlexaff
Ryan E Austin, Jamil Ahmad, Frank Lista

Bibliographic record

VenueAesthetic Surgery Journal · 2019
Typearticle
Languageen
FieldPsychology
TopicBody Image and Dysmorphia Studies
Canadian institutionsUniversity of TorontoMuscular Dystrophy Canada
Fundersnot available
KeywordsMedicineRevenueSkin carePlastic surgeryPurchasingSurgeryProduct (mathematics)FinanceMarketingNursingBusiness

Abstract

fetched live from OpenAlex

BACKGROUND: Despite significant growth of the global skin care market, many plastic surgeons do not offer skin care products through their aesthetic practice. However, skin care products represent a significant potential revenue stream for plastic surgeons, not only by generating revenue from product sales but by improving patient retention over time and, in turn, generating additional surgical and nonsurgical revenue. OBJECTIVES: The purpose of this study was to determine the financial implications that skin care sales can have for an aesthetic surgery practice. Our hypothesis was that patients making skin care purchases would generate higher non-skin care revenue than patients not purchasing skin care products. METHODS: A retrospective chart review was performed of all purchases made within a single aesthetic surgery practice during a 6-year period (2012-2017). Pre-tax revenue ($CAD) from each category was recorded for any patient who made a purchase during the study period. RESULTS: A total 3785 patients purchased skin care products, 5088 patients purchased nonsurgical treatments, and 3504 patients underwent surgery. Average patient spending was $720.73 (skin care), $1272.63 (nonsurgical), and $10,048.34 (surgery), respectively. Overall, patients who purchased skin care generated more revenue from the purchases of nonsurgical treatments and surgery than patients who did not purchase skin care products. CONCLUSIONS: Skin care sales not only generate revenue, but over time these patients spend more on nonsurgical and surgical treatments than patients who do not purchase skin care. Skin care is an important adjuvant to nonsurgical and surgical treatments that should be considered by all aesthetic surgeons.

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

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

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

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

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

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

Opus teacher head0.025
GPT teacher head0.331
Teacher spread0.306 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

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

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

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

Quick stats

Citations3
Published2019
Admission routes1
Has abstractyes

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