Answer Capsule
Boca Walk-In Tubs is a good fit for seniors seeking hydrotherapy and muscle relief, but not an unequivocally strong one. Two of the seven platforms that evaluated fit named Boca during the ranking stage (google, kimi), with an average listed rank of 6.5 and a best rank of 5. The strongest reason to consider it is a configurable therapy package — 10 directional water jets, 18 air jets, Select-A-Flow control, and optional MICRO THERAPY™ — paired with a 2-inch step-in and an advertised lifetime parts-and-components warranty [1]. The main limitation is disclosure: jet maps, pressure ranges, pump specifications, labor warranty terms, and model-specific installed pricing are not fully public, and no independent clinical evidence supports muscle-relief claims [1].
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 7 (google, kimi) |
| Share of included platform responses | 28.6% |
| Average listed rank | 6.5 |
| Best listed rank | 5 (google) |
| Relevant product/model/plan | Boca Custom Walk-In Tub with Micro Therapy; Boca Walk-In Tub accessibility-focused model |
| Overall use-case fit | Good, with verification requirements |
| Research date | 2026-09-27 |
Why Boca Walk-In Tubs Qualified for This Study
Questions This Section Answers
- Is Boca Walk-In Tubs a good choice for Hydrotherapy & Muscle Relief?
- Why did only two AI platforms name Boca Walk-In Tubs in the ranking stage for hydrotherapy jets?
Boca qualified because it cleared the study's minimum-mention threshold and because its product line maps directly onto the hydrotherapy criteria this study scores. Two of the seven platforms that evaluated fit — google and kimi — named Boca during ranking discovery, meeting the two-mention minimum (google:retirement-living-boca, kimi:unverified-identity). Boca's average listed rank was 6.5, with a best rank of 5 from google and a rank of 8 from kimi.
The entity is a company-scoped manufacturer of custom walk-in tubs built in Woodstock, Georgia, sold factory-direct with in-house installation (official:C1). Its relevance to this use case rests on a documented feature set: 10 water jets, 18 air jets, an optional air/whirlpool dual system, Select-A-Flow control, heated seat and back, and an optional MICRO THERAPY™ micro-bubble upgrade [3]. Boca also publishes a $7,000 to $20,000-plus configuration range, which made it comparable against other finalists on installed price [4].
Qualification is not endorsement. Boca entered the study because platforms surfaced it and because its therapy hardware is documented well enough to evaluate — not because any platform verified therapeutic outcomes.
The Product, Model, Plan, or Service Most Relevant to Hydrotherapy & Muscle Relief
Questions This Section Answers
- Which Boca Walk-In Tubs model should a buyer choose for hydrotherapy and muscle relief?
- Does the Boca Custom Walk-In Tub with Micro Therapy include water jets, or is MICRO THERAPY™ a separate system?
The relevant configuration is the Boca Custom Walk-In Tub with Micro Therapy, built to order with optional water jets, air jets, and accessibility features [5]. Boca sells tubs à la carte: the base tub carries standard features, and therapeutic systems are added at order (official:C2).
Standard features across Boca models include a 2-inch step-in threshold, ADA-compliant seat and materials, a pillow and seat cushion, a grab bar, an EZ Pull locking handle, and a quick-fill/quick-drain system [5]. The hydrotherapy layer adds 10 individually directional water jets with adjustable intensity and Select-A-Flow control, plus 18 pre-heated air jets with a 3-speed massage setting and an auto-purge cycle that clears moisture from internal lines after each use (anthropic:boca_air_water_jets).
MICRO THERAPY™ is a separate optional upgrade available on any model, described by Boca as producing microscopic bubbles with roughly 50% more dissolved oxygen, skin cleansing, and continued water warming [6]. Boca's own materials describe it primarily as a skin-cleansing and oxygenation feature rather than targeted muscle or joint therapy [6]. One platform noted that public pages do not conclusively establish whether MICRO THERAPY™ functions as a water-jet system or as a distinct micro-bubble therapy [7].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree on about Boca Walk-In Tubs for hydrotherapy and muscle relief?
- Is Boca Walk-In Tubs' lifetime warranty on parts and components confirmed across platforms?
Agreement was strong on accessibility design and mixed-to-strong on therapy hardware. Platforms that retrieved Boca's own pages consistently reported the same core feature set: a 2-inch step-in, ADA-compliant seat and materials, 10 water jets, 18 air jets, Select-A-Flow control, large push-button controls, and an optional ozonator [9].
On warranty, multiple platforms reported Boca's stated lifetime coverage on all parts and components [10]. One platform added that using an external local contractor for installation does not void that coverage (google:boca-faq-nj). This is company-stated warranty language, not an independently audited contract.
On price, platforms converged on Boca's published $7,000 to $20,000-plus range and on the fact that therapeutic features drive the total [11]. Platforms also agreed that installation is included in the quoted price and that a $1,000 deposit starts production (anthropic:boca_pricing_page, official:C2).
On cleaning, platforms agreed Boca lists an auto-purge cycle and an optional ozonator, described by the company as automatic cleaning after use [9].
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why do AI platforms disagree about Boca Walk-In Tubs' installed price for hydrotherapy models?
- Is Boca Walk-In Tubs' warranty coverage for the pump and motor clearly stated?
Fit ratings diverged. Google rated Boca a strong fit; openai, anthropic, grok, and perplexity rated it good; deepseek and kimi rated it uncertain because official-site retrieval failed during their research [13].
Pricing conflicts are material. Boca publishes $7,000 to $20,000-plus (official:C2). One independent review reports an average Boca cost of $10,000 to $17,236 with all features (anthropic:trusted_company_review). Another independent guide lists a base unit at $3,500 to $6,500 plus $2,500 to $4,000 installation (anthropic:age_in_place_guide_comparison). A third-party comparison page gives yet another installed range [17]. These figures may reflect regional variation, dealer markup, or configuration differences, but the supplied evidence does not reconcile them.
Warranty scope is contested. Boca states lifetime coverage on all parts and components [18]. An independent comparison lists Boca's warranty as lifetime on the frame only, without specifying motor, pump, electrical, or door-seal coverage (anthropic:age_in_place_guide_comparison). One platform reported a labor warranty condition tied to factory-trained installers [19].
Identity verification is unresolved. The source evaluation reported conflicting official domains and a failed official-site retrieval for at least one platform, so the contracting and warranty entity should be confirmed before purchase [16].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Can Boca Walk-In Tubs water jets be targeted at specific joints like knees, hips, or lower back?
- What water pressure range does the Boca Select-A-Flow control provide for hydrotherapy?
Jet placement and coverage: Boca lists 10 individually directional water jets and 18 air jets distributed across back, legs, and feet, with Select-A-Flow allowing the user to divert flow between the back well and foot well (anthropic:boca_air_water_jets, google:boca-manual-pdf). The reviewed public pages do not provide a detailed jet-placement diagram or confirm targeting of specific knees, hips, or shoulders [20].
Water pressure adjustability: Boca describes water jet intensity as adjustable and air jets as having a 3-speed massage system (anthropic:boca_air_water_jets). No PSI range, pressure gradient, or independent zone control is published [21].
Pump reliability: Boca uses a pressure pump to drive the micro-bubble fitting, and the auto-purge cycle clears internal lines after each use (anthropic:boca_micro_therapy_feature, anthropic:boca_air_water_jets). No pump manufacturer, horsepower, noise rating, failure rate, or independent reliability data was located [22].
Seat ergonomics: Standard features include an ADA-compliant seat, pillow, seat cushion, and grab bar, with optional heated seat and back [20]. Specific seat height, width, back angle, and transfer clearance are not published [20].
Easy-reach controls: Large push-button controls are described as designed for arthritic hands, with one-button operation for air jets and oversized controls for jet activation, lights, and heat (anthropic:boca_features, anthropic:boca_air_water_jets). A complete control layout confirming every function is reachable from the seated position is not published [20].
Cleaning system: An optional ozonator is described as automatically cleaning and disinfecting the tub after use, and the auto-purge cycle clears internal lines [20]. Boca recommends a monthly light cleaning with a non-abrasive cleaner (official:C2).
Drain and fill: Quick Fill and Drain is standard, but Boca does not publish fill-time or drain-time figures on the reviewed pages [20]. One platform reported a drain rate of 18 gallons per minute [24].
Water heater demand: One platform reported that standard models need a 40-to-50-gallon water heater, while deeper or wider configurations may require 75 to 80 gallons or a tankless system (google:high-west-faq).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does a Boca Walk-In Tubs hydrotherapy configuration cost, and what does the $1,000 deposit cover?
- Are there cancellation fees or restocking penalties on a custom Boca Walk-In Tub?
Boca publishes a $7,000 to $20,000-plus range covering all configurations, from base tub to fully loaded therapeutic system [25]. The $7,000 starting price includes the tub, installation by a Boca-certified installer, and removal of the existing tub (anthropic:boca_pricing_page, official:C2). Therapeutic features — jets, MICRO THERAPY™, chromatherapy, heated seat — are the biggest price driver and are priced individually (official:C2).
Payment structure: a $1,000 deposit starts production at the Georgia factory, with the balance due upon delivery and installation after the buyer inspects the tub (anthropic:boca_financing, official:C2). Financing includes 12 months no interest for qualified buyers, plus in-house and third-party options [26]. The $1,500 cash discount is an alternative to no-interest financing and cannot be combined with it (official:C3). Additional advertised offers include a free rainfall shower package, a $500 veteran discount, and a $500 factory-visit discount [26].
Cancellation terms are partially disclosed. One platform reported a 3-day cancellation window, with rush orders requiring a 33% purchase fee upon cancellation (google:high-west-faq). Boca's own pages reviewed do not clearly state cancellation, refund, restocking, or change-order terms for custom builds [27].
Ongoing costs: Boca states there are no significant ongoing costs, that the ozonator cleans automatically after each use, and that the lifetime warranty means no payment for covered repairs (official:C2). Electricity, water, and heating costs are not quantified, and replacement part costs and service-call rates after warranty expiration are not published (anthropic:boca_faq_pricing).
Best Suited For
Questions This Section Answers
- Who is Boca Walk-In Tubs best suited for in the hydrotherapy and muscle relief category?
- Is Boca Walk-In Tubs worth it for a senior who wants a custom-sized tub with air and water jets?
Boca is best suited to buyers who want a low-threshold seated tub with configurable air and water therapy and who are willing to obtain a written quote before committing [28]. It fits buyers who need a custom size or accessibility configuration, since Boca offers seven sizes and builds to order (official:C1, official:C2). It fits buyers who value an advertised lifetime warranty on parts and components and who can wait through a 4-to-6-week custom build [29]. It also fits buyers who want factory-direct purchase with in-house installation and a Georgia showroom where all seven models can be viewed (official:C1, official:C2).
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Boca Walk-In Tubs for hydrotherapy and muscle relief?
- Is Boca Walk-In Tubs a poor fit for a buyer who needs published jet maps and pump specifications?
Boca is probably not the best choice for buyers who require published jet maps, independently verified therapeutic outcomes, or detailed pump specifications before purchase [30]. It is a weaker fit for buyers with a strict budget below the typical custom installed range, since the base configuration starts at $7,000 before therapeutic add-ons (official:C2, anthropic:boca_faq_pricing). It is a weaker fit for buyers who need fast deployment, given the 4-to-6-week build time [32]. It is also a weaker fit for buyers who want a conventional walk-in shower rather than a seated tub, and for buyers in rural areas without a nearby certified installer [30].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Boca Walk-In Tubs for a buyer who needs published pump specifications?
- When should a buyer choose a different walk-in tub brand over Boca for hydrotherapy?
Another option may be better when a competing manufacturer provides a documented jet map with independently controllable zones for the buyer's specific knees, hips, back, or shoulders [33]. Another option may be better when the buyer prioritizes a lower total installed price and does not need extensive therapeutic upgrades [34]. Another option may be better when the buyer needs an accessible shower with no fill-and-drain waiting period [33]. Another option may be better when the buyer requires published pump specifications, service-level commitments, or a clearly stated labor warranty before purchase [35]. Another option may be better when the buyer needs immediate installation rather than a 4-to-6-week custom build, or when no Boca-certified installer serves the area (anthropic:boca_faq_pricing). One platform specifically suggested considering brands with longer market presence and review history when independent pump reliability data is a priority (kimi:unverified-identity).
Questions to Verify Before Buying
- Which exact model, dimensions, seat dimensions, seat height, and door configuration are included in the quote?
- Where are the 10 water jets and 18 air jets positioned, and can therapy be targeted separately to the knees, hips, back, shoulders, or feet?
- What does Select-A-Flow control, what is its pressure range, and can air and water therapy be adjusted independently?
- What pump and motor are installed, what are their power requirements and noise levels, and what maintenance is required?
- What are the measured fill and drain times for the quoted configuration?
- Does the written lifetime warranty cover parts only, or also labor, travel, shipping, diagnosis, pump replacement, leaks, door seals, and installation-related work?
- Is the warranty transferable, and are there exclusions for water quality, improper cleaning, electrical issues, or third-party installation?
- What is the complete installed price, including demolition, disposal, plumbing, electrical work, permits, delivery, and bathroom repairs?
- Are financing terms, cash discounts, veteran discounts, or promotional offers still available on the purchase date?
- What are the cancellation, refund, change-order, delivery-delay, and installation-remedy terms for a custom-built tub?
- Is the ozonator included or optional, and what cleaning steps remain necessary after each use?
- Can the buyer test the exact seat, controls, jet intensity, and transfer geometry before signing?
- Is the current water heater capacity sufficient for the specific tub size, or will a tankless upgrade be required?
- What is the company's legal entity name, physical business address, and exact official website domain?
Final AI Consensus Verdict
Boca Walk-In Tubs is a good fit for Hydrotherapy & Muscle Relief, with important verification requirements. Five of the seven platforms that evaluated fit rated it good or strong; two rated it uncertain because official-site retrieval failed during their research [36]. Its strongest buyer advantages are accessibility-oriented design, configurable air and water hydrotherapy, heated seating, control upgrades, and an advertised lifetime parts-and-components warranty [36]. The main decision risks are incomplete public detail on jet targeting, pressure control, pump reliability, labor warranty coverage, drain performance, and installed cost [36]. Purchase is best considered only after receiving a written, model-specific quote and warranty that answer those questions.
How This Review Was Produced
This review evaluates Boca Walk-In Tubs only for the Hydrotherapy & Muscle Relief use case. Seven AI platforms evaluated fit for this topic, and two of them named Boca during the ranking stage (google, kimi). Platform fit ratings were: google strong; openai, anthropic, grok, and perplexity good; deepseek and kimi uncertain. The study date is 2026-09-27. Platform-reported research dates differ from the study date: anthropic and deepseek reported 2026-01-15, while google, grok, kimi, openai, and perplexity reported 2026-09-27. Platform-reported dates are provenance metadata and do not independently prove freshness. All included platforms evaluated fit, but the platform-mention count reflects only platforms that named the entity during ranking discovery. Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
Methodology Limitations
The source evaluation reported conflicting official domains and uncertainty about the contracting entity verification, so the contracting and warranty entity should be confirmed before purchase [40]. Official-site retrieval failed for at least one platform, and no failed fetch was used as a verified domain key [40]. Boca's public materials use both MICRO THERAPY™ and MICRO THERAPY® in different documents, and the exact trademark presentation does not affect the fit assessment but reflects inconsistent public labeling [41]. The official feature page calls MICRO THERAPY™ optional, while some older or third-party descriptions present Boca's therapeutic package more generally [42]. No current public installed price for the recommended configuration was found [43]. Public materials do not establish independent clinical evidence for muscle-relief, joint-relief, or circulation outcomes [42]. Public materials do not fully disclose pump model, pressure range, fill time, drain time, labor warranty, or service-response terms [45]. Third-party installed-cost estimates conflict materially and are not reconciled by the supplied evidence [46]. Platform agreement on features does not prove product quality or therapeutic effectiveness.
Explore more walk in tubs guidance in the category directory.
Sources
Company-Owned Sources
- Boca Walk-In Tub Features: https://bocawalkintubs.com/features/
- MICRO THERAPY™ - Boca Walk-In Tubs: https://bocawalkintubs.com/features/micro-therapy/
- Air & Water Tub Jets - Boca Walk-In Tubs & Showers: https://bocawalkintubs.com/features/whirlpool-jets/
- Walk-In Tub Cost Guide 2026: https://bocawalkintubs.com/pricing/
- Financing - Boca Walk-In Tubs & Showers: https://bocawalkintubs.com/pricing/financing/
- Frequently Asked Questions: https://bocawalkintubs.com/resources/faq/
- Standard Walk-In Tub - Boca Walk-In Tubs & Showers: https://bocawalkintubs.com/walk-in-tubs/standard-tub/
- Wide & Deep Walk-In Tub: https://bocawalkintubs.com/walk-in-tubs/wide-deep-tub/
- MICRO THERAPY® Breakthrough Hydrotherapy for Walk-In Tubs: https://www.bocawalkintubs.com/micro-therapy
- Custom Tub Options | New Jersey: https://www.bocawalkintubsnj.com/custom-tub-options
- Official pricing and terms source: https://bocawalkintubs.com/pricing/current-offers/
Additional AI research evidence46 records
- AI research evidence record openai:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c3
- AI research evidence record grok:web:1
- AI research evidence record openai:c1
- AI research evidence record grok:web:2
- AI research evidence record perplexity:c4
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c5
- AI research evidence record perplexity:c8
- AI research evidence record openai:c1
- AI research evidence record perplexity:c3
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record perplexity:c8
- AI research evidence record openai:c1
- AI research evidence record grok:web:2
- AI research evidence record perplexity:c4
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c5
- AI research evidence record openai:c5
- AI research evidence record perplexity:c7
Independent Sources
- Best Walk-In Tubs: 2026 Costs, Best Models, Benefits & More: https://modernize.com/walk-in-tubs/best-walk-in-tubs
- Is Boca Walk-in Tubs Legit? See Boca Walk-in Tub Review: https://trustedcompanyreviews.com/brand/boca-walk-in-tubs-review/
- Best Walk-In Tub-Shower Combinations for Older Adults - AginginPlace.org: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEnrbtPJzooiBJPsikz45lOWGZBQL8sRCipdu-Lh8ePqF5IBUK9UZlrtyNnI8SrSqFlrCfjqgzmLve2pSF4JpS8q8DIcze0AnrYr8ziOaGl4sb83EyNOQyZYuUBzMWnoc2jBZ-4tIiy2ti3-eNMOxE=
- Boca Walk-In Tubs Review (2026): With Costs - Retirement Living: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFMid6FrGMf0F7v-lo3_XsYfJrp0hQc5VNHJEl5vkNeBnkzZxjNQiTbz0NIH6_xEmmXnHfUxXQlKudfKWMX-OCBR1u0I7fjeaLMml8wq19R2BVI8sPErfw6mWlbceJu26i9G8Nzh5jLIFNxJJKr2iBZ
- BOCA Walk-In Tub FAQ | High West Siding, Windows, And Sunrooms Inc: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGK4aLjiCy65vzknNLiG0L7juuEKriMVg-kYMWfg7oq_T1XirG2EJc-GeXGC6qm9M6Yy60_QpTBwMt286Bl22Wgun3QtVFBTwQTTevXasAq8Z4h7fcSfyTkEXw-nLWf-9xsgnJjbsE=
- Boca Walk-In Tubs Reviews from Real Customers - Consumer Affairs: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHAn9z3XGPs5hkwQGSFwV5d127kHD0KLng2onthstdk4WNZvUWznPaueg3Hjx6bHe1JTOsM5UVwNePtsZSP0XgauUrrNc1RVmKAUxsbCIczXQnCI_hKXpfb-e22eWlXe24AFm2l4o_lMBLSlhGIGS3I0WTpwhpwbs7Jpwh_dmSSSeiwpuE=
- Walk-In Tubs Cost Guide (2026): Brand Prices, Regional Ranges, Medicare Rules: https://www.ageinplaceguide.com/walk-in-tubs-cost-guide
- Boca Walk-In Tubs Reviews from Real Customers: https://www.consumeraffairs.com/homeowners/bathing-safety-walkin-bathtubs.html
- Best Walk-in Tubs with Jets (2026: https://www.consumeraffairs.com/homeowners/best-walk-in-tubs-with-jets.html
- Best Cheap Walk-In Tubs (2026: https://www.consumeraffairs.com/homeowners/cheap-walk-in-tubs.html
- Boca Walk-In Tubs Review March 2026: https://www.consumervoice.org/boca-walk-in-tubs-review
- Boca Walk-In Tubs Review (2026): With Costs: https://www.retirementliving.com/reviews/boca-walk-in-tubs
Additional AI research evidence46 records
- AI research evidence record openai:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c3
- AI research evidence record grok:web:1
- AI research evidence record openai:c1
- AI research evidence record grok:web:2
- AI research evidence record perplexity:c4
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c7
- AI research evidence record openai:c5
- AI research evidence record perplexity:c8
- AI research evidence record openai:c1
- AI research evidence record perplexity:c3
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c5
- AI research evidence record openai:c1
- AI research evidence record openai:c3
- AI research evidence record perplexity:c8
- AI research evidence record openai:c1
- AI research evidence record grok:web:2
- AI research evidence record perplexity:c4
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c5
- AI research evidence record openai:c5
- AI research evidence record perplexity:c7
Other Sources
Verify This Research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 27, 2026
- Platforms analyzed
- 7
- Source records
- 28
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #10
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
13 independent · 14 company-owned · 1 unclear
Evidence support
19 direct · 8 partial
Important limitation
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Source snapshot SHA-256 950c5f022b0eae36eb129c8858edd696536a224a29120ff8f7c8a61fc4cfad9c
