Datasets:
id int64 | sentence string | label int64 | source string |
|---|---|---|---|
0 | CoolSculpting® and CoolSculpting® Elite are FDA-cleared for the treatment of visible fat bulges in the thigh, abdomen, flank, bra fat, back fat, banana roll, and upper arm (BMI ≤30) and in submental and submandibular areas (BMI ≤46.2). | 1 | Claims_01.xlsx |
1 | It is also FDA-cleared to affect the appearance of lax tissue with submental area treatments. | 1 | Claims_01.xlsx |
2 | Stubborn fat is the #1 concern of aesthetic considerers. | 1 | Claims_01.xlsx |
3 | More than 1 in 4 US Adults are 'very' or 'extremely' bothered by stubborn fat. | 1 | Claims_01.xlsx |
4 | Nearly 3 out of 4 NIBC considerers are considering both fat-reduction and muscle-stimulation treatments. | 1 | Claims_01.xlsx |
5 | NIBC is among the top 3 aesthetic revenue contributors for practices along with neurotoxins and dermal fillers. | 1 | Claims_01.xlsx |
6 | More than 50% of CoolSculpting® patients are new to aesthetics. | 1 | Claims_01.xlsx |
7 | 40% of new CoolSculpting patients return for other aesthetic treatments. | 1 | Claims_01.xlsx |
8 | CoolSculpting patients spend 3X more on aesthetic treatments. | 1 | Claims_01.xlsx |
9 | CoolSculpting patients spend 23% more on Allergan Aesthetics injectable wrinkle reducers. | 1 | Claims_01.xlsx |
10 | CoolSculpting and CoolSculpting Elite are FDA-cleared for visible fat bulges in 9 body areas. | 1 | Claims_01.xlsx |
11 | The CoolTone device is indicated for improvement of abdominal tone, strengthening of the abdominal muscles, and development for firmer abdomen. | 1 | Claims_01.xlsx |
12 | CoolTone is also indicated for strengthening, toning, and firming of buttocks and thighs. | 1 | Claims_01.xlsx |
13 | 63% ownership of the NIBC market. | 1 | Claims_01.xlsx |
14 | 14M+ CoolSculpting treatments delivered worldwide. | 1 | Claims_01.xlsx |
15 | 20+ years of research and development. | 1 | Claims_01.xlsx |
16 | 25+ patents for cryolipolysis, applicators, devices, and treatment systems. | 1 | Claims_01.xlsx |
17 | 100+ peer-reviewed CoolSculpting publications. | 1 | Claims_01.xlsx |
18 | Only CoolSculpting contours the body by safely delivering permanent fat reduction in treated areas. | 1 | Claims_01.xlsx |
19 | CoolSculpting is FDA-cleared to treat 9 areas — targeting stubborn fat. | 1 | Claims_01.xlsx |
20 | CoolSculpting is a noninvasive solution with no surgery and little to no downtime. | 1 | Claims_01.xlsx |
21 | CoolSculpting delivers long-lasting results evident at 6 and 9 years after treatment, even with fluctuations in body weight. | 1 | Claims_01.xlsx |
22 | CoolSculpting is FDA-cleared for more than 13 years, and supported by over 100 peer-reviewed publications. | 1 | Claims_01.xlsx |
23 | CoolSculpting uses cryolipolysis to target and permanently reduce stubborn fat in treated areas. | 1 | Claims_01.xlsx |
24 | CoolSculpting targets and cools fat cells to temperatures that trigger fat cell apoptosis. | 1 | Claims_01.xlsx |
25 | There is no damage to surrounding tissues because lipids in fat crystallize at a warmer temperature than water in other cell types. | 1 | Claims_01.xlsx |
26 | Following treatment, fat cells enter apoptosis, and the body's immune system naturally and permanently eliminates these cells. | 1 | Claims_01.xlsx |
27 | CoolSculpting reduces stubborn (subcutaneous) fat that is resistant to diet and exercise. | 1 | Claims_01.xlsx |
28 | CoolSculpting is the only treatment FDA-cleared to treat fat in 9 different areas of the body. | 1 | Claims_01.xlsx |
29 | Powerful dual applicators deliver more treatments in the same amount of time. | 1 | Claims_01.xlsx |
30 | The Elite applicator collection allows you to personalize treatment for a wide range of body shapes and sizes. | 1 | Claims_01.xlsx |
31 | Larger, sleeker touchscreen and easy-to-navigate system interface. | 1 | Claims_01.xlsx |
32 | Detachable applicator heads for easier handling, cleaning, and storage. | 1 | Claims_01.xlsx |
33 | Universal treatment card operates any applicator for streamlined inventory management. | 1 | Claims_01.xlsx |
34 | CoolSculpting Elite applicator technology has evolved to enhance efficiency and treatment experience. | 1 | Claims_01.xlsx |
35 | Original CoolSculpting technology (2009): 60-minute treatments at -10°C treatment temperature. | 1 | Claims_01.xlsx |
36 | CoolAdvantage (2016): 35-minute treatments at -11°C treatment temperature. | 1 | Claims_01.xlsx |
37 | CoolSculpting Elite (2021): 96.6% acceptable tissue contact as reported by clinicians. | 1 | Claims_01.xlsx |
38 | Elite applicator cups deliver improved tissue contact. | 1 | Claims_01.xlsx |
39 | 96.6% acceptable tissue contact with Elite applicator geometry for a more secure fit. | 1 | Claims_01.xlsx |
40 | 65.7% acceptable tissue contact with CoolAdvantage applicator geometry. | 1 | Claims_01.xlsx |
41 | The redesigned C-shaped cup geometry features a wider 2.31-inch opening, branched vacuum channels, contoured design. | 0 | Claims_01.xlsx |
42 | 72.9% of midsection patients noticed visible improvement 4 weeks after their first CoolSculpting Elite treatment visit. | 1 | Claims_01.xlsx |
43 | 96% of surveyed CoolSculpting Elite providers reported seeing results in as few as 30 days. | 1 | Claims_01.xlsx |
44 | CoolSculpting Elite applicators come in a variety of shapes and sizes to deliver a personalized treatment. | 1 | Claims_01.xlsx |
45 | Significant fat volume reduction from baseline was seen at 4 and 8 weeks after visit 1 and at 12 weeks after visit 2. | 1 | Claims_01.xlsx |
46 | 91.7% (88/96) of participants noted improvement in the fit of clothing over the treated area. | 1 | Claims_01.xlsx |
47 | 89.4% (84/94) of patients would recommend CoolSculpting Elite to a friend after 2 visits. | 1 | Claims_01.xlsx |
48 | Real patient before/after outcomes: Abdomen, Flanks, Arms, Submental — shown at 8-12 weeks after 2nd visit. | 1 | Claims_01.xlsx |
49 | 72% of NIBC considerers are considering both fat-reduction and muscle-stimulation treatments. | 1 | Claims_01.xlsx |
50 | Only 21% of Allergan Aesthetics NIBC users receive both CoolSculpting and CoolTone. | 1 | Claims_01.xlsx |
51 | A personal treatment plan that includes CoolTone could take your results further. | 1 | Claims_01.xlsx |
52 | CoolTone features intentionally designed pulse programming informed by muscle science and elite athletic performances. | 1 | Claims_01.xlsx |
53 | Variable pulse patterns alternate frequencies to warm up, tone, firm, and strengthen muscles while also providing active recovery. | 1 | Claims_01.xlsx |
54 | Magnetic stimulation selectively targets muscles. | 1 | Claims_01.xlsx |
55 | CoolTone is FDA cleared to tone 3 different muscle groups: abdomen, buttocks, and thighs. | 1 | Claims_01.xlsx |
56 | Skin and fat are poor conductors; muscle is a good conductor — enabling CoolTone to selectively stimulate muscle tissue. | 1 | Claims_01.xlsx |
57 | 3 months after adding CoolTone treatment, patients on average doubled the amount of time they could hold a plank vs baseline. | 1 | Claims_01.xlsx |
58 | 3 months after adding CoolTone treatment, patients on average increased the number of crunches they could perform by 58% vs baseline. | 1 | Claims_01.xlsx |
59 | Nearly every patient (92.9%) reported feeling stronger at 3 months after final CoolTone treatment. | 1 | Claims_01.xlsx |
60 | The majority of patients reported being happier with their overall appearance at 1 month after final CoolTone treatment. | 1 | Claims_01.xlsx |
61 | Sequential treatments of CoolTone and CoolSculpting on the abdomen delivered significant improvements in visible results and increased patient satisfaction. | 1 | Claims_01.xlsx |
62 | Only CoolSculpting Elite and CoolTone have the integrated Allē scanner linked to CoolConnect. | 1 | Claims_01.xlsx |
63 | No other aesthetic company or body contouring device provides this kind of data capture and analysis. | 1 | Claims_01.xlsx |
64 | Allergan Aesthetics offers industry-leading savings and benefits through Loyalty Programs. | 1 | Claims_01.xlsx |
65 | CoolSculpting University provides best-in-class training. | 1 | Claims_01.xlsx |
66 | The Cool Confidence Program provides patient solutions if paradoxical hyperplasia occurs. | 1 | Claims_01.xlsx |
67 | Practice Development Managers are invested in your practice. | 1 | Claims_01.xlsx |
68 | DTC National Campaign drives consumer awareness. | 1 | Claims_01.xlsx |
69 | CoolSculpting® is the treatment doctors use most for nonsurgical fat reduction. | 1 | Claims_01.xlsx |
70 | 17M+ CoolSculpting® treatments performed worldwide. | 1 | Claims_01.xlsx |
71 | Treated fat cells are frozen and naturally eliminated—for good. | 1 | Claims_01.xlsx |
72 | Results may be seen as early as 1 to 3 months after treatment. | 1 | Claims_01.xlsx |
73 | With 14+ years in the market, CoolSculpting® has an established safety and efficacy profile that has been evaluated in clinical studies worldwide. | 1 | Claims_01.xlsx |
74 | CoolSculpting® is FDA-cleared to eliminate fat and treat visible bulges in 9 different areas of the body, allowing for a personalized treatment plan. | 1 | Claims_01.xlsx |
75 | Body contouring can begin where weight loss ends. | 1 | Claims_01.xlsx |
76 | Weight Loss: Fat cells shrink in volume; number of fat cells stay the same. | 1 | Claims_01.xlsx |
77 | After Noninvasive Body Contouring: Treated fat cells are permanently eliminated. | 1 | Claims_01.xlsx |
78 | An innovative, nonsurgical way to safely and effectively eliminate pinchable fat. | 1 | Claims_01.xlsx |
79 | Subcutaneous Fat: Pinchable fat found beneath the skin. Can be treated with CoolSculpting®. | 1 | Claims_01.xlsx |
80 | CoolSculpting® is not indicated for visceral fat. | 1 | Claims_01.xlsx |
81 | CoolSculpting® Elite is not a treatment for weight loss. | 1 | Claims_01.xlsx |
82 | Good candidates: individuals with stubborn diet-resistant fat, at or near ideal weight, wanting to contour specific areas. | 1 | Claims_01.xlsx |
83 | Controlled cooling gently and effectively targets fat cells underneath the skin while leaving surrounding tissue unaffected. Treated fat cells are frozen and then die. | 1 | Claims_01.xlsx |
84 | After CoolSculpting® treatment, eliminated fat cells are gone for good. | 1 | Claims_01.xlsx |
85 | CoolSculpting® is FDA-cleared to treat visible fat bulges known as stubborn fat in 9 areas of the body. | 1 | Claims_01.xlsx |
86 | Most patients need at least 2 treatment sessions, typically spaced 4-8 weeks apart. | 1 | Claims_01.xlsx |
87 | Midsection is the #1 Treated Area. | 1 | Claims_01.xlsx |
88 | Patients were happier and less self-conscious about the appearance of treated areas after completing their treatment plan. | 1 | Claims_01.xlsx |
89 | Paradoxical hyperplasia: About 1 out of 3,000 treatments (0.033%). Will not resolve on its own. Surgical intervention may be required. | 1 | Claims_01.xlsx |
90 | Rare side effects may happen in 1 to 10 out of 10,000 CoolSculpting treatments (between 0.01% to 0.1%). | 1 | Claims_01.xlsx |
91 | As an Allē Member, you can earn points on qualifying products and treatments. | 1 | Claims_01.xlsx |
92 | CoolSculpting® and CoolSculpting® Elite are FDA-cleared for visible fat bulges in 9 body areas. Not treatments for weight loss. | 1 | Claims_01.xlsx |
93 | CoolTone® helps induce muscle contractions beyond what the body can do on its own to strengthen, tone, and firm the abdomen, glutes, and thighs. | 1 | Claims_01.xlsx |
94 | The CoolTone® device is FDA-cleared for improvement of abdominal tone, strengthening of the abdominal muscles, and development for firmer abdomen. | 1 | Claims_01.xlsx |
95 | CoolTone® is also FDA-cleared for strengthening, toning, and firming of buttocks and thighs. | 1 | Claims_01.xlsx |
96 | A personal treatment plan that includes CoolTone® could take your results further. | 1 | Claims_01.xlsx |
97 | The CoolTone® device is FDA-cleared for improvement of abdominal tone, strengthening of abdominal muscles, and development for firmer abdomen. Also FDA-cleared for strengthening, toning, and firming of buttocks and thighs. | 1 | Claims_01.xlsx |
98 | 92.9% of patients said they were satisfied with the treatment results 3 months after final treatment. | 1 | Claims_01.xlsx |
99 | CoolTone® is an FDA-cleared, noninvasive treatment that uses magnetic muscle stimulation to tone, firm, and strengthen muscles. | 1 | Claims_01.xlsx |
End of preview. Expand in Data Studio
mBERT-large Claim Agent — Training Dataset v10
Sentence-level binary classification data used to fine-tune mBERT-large for claim detection in
medical-aesthetics promotional material. A claim is a statement of product efficacy, safety,
indication, or market performance that requires substantiation against an approved claims matrix.
Schema
| column | type | description |
|---|---|---|
id |
int | Unique row id, 0..4717 |
sentence |
str | The extracted sentence |
label |
int | 1 = claim, 0 = not a claim |
source |
str | Originating document or matrix file |
Statistics
- Rows: 4,718 — no nulls, no duplicate sentences,
idunique - Labels: 4,165 negative (88.3%) / 553 positive (11.7%)
- Length: median 10 words (62 chars), p95 33 words, max 238 words
- Sources: 39 distinct, in six provenance groups
| source group | label 0 | label 1 |
|---|---|---|
20docs: |
3,260 | 14 |
3docs: |
903 | 0 |
Claim_02.csv |
1 | 336 |
Claims_01.xlsx |
1 | 113 |
added |
0 | 31 |
superscript_claims |
0 | 59 |
Provenance
20docs:/3docs:— sentences extracted from promotional PDFs. Filenames encode the QA finding for that document (missing reference,wrong reference,not following claims matrix).Claims_01.xlsx/Claim_02.csv— approved claims matrix entries, i.e. canonical positives.added/superscript_claims— hand-curated positives, the latter targeting claims carrying superscript reference markers.
Known limitation: label/provenance confound
Labels are almost perfectly separable by source. Positives come overwhelmingly from the claims
matrix files and curated additions; negatives come almost entirely from the extracted PDFs. Only
14 of 3,274 20docs: rows are positive, and 3docs: contains no positives at all.
A model trained on this split can reach high scores by learning matrix-entry style — terse, declarative, citation-free — rather than the semantics of what makes a statement a claim. This is a plausible contributor to recall saturation on in-the-wild promotional text, where real claims appear in running prose rather than matrix phrasing.
Mitigations worth applying before treating a v10 score as an estimate of deployed performance:
- Hold out by
source(group split), not by row, so matrix text cannot appear on both sides. - Report recall separately on
20docs:/3docs:positives — the only in-the-wild positives present. - Treat the negative set as unlabeled-leaning: PDF sentences were labeled
0largely by absence from the matrix, so some true claims are likely mislabeled negative.
Intended use
Training and evaluating claim-detection classifiers for regulatory review workflows. It is a component of an automated pipeline, not a substitute for medical/legal/regulatory review.
Licensing and content
Derived from proprietary promotional material and claims matrices. Sentences reference commercial products and internal document identifiers. Not for redistribution or commercial use outside the originating engagement.
- Downloads last month
- 10