
GITNUXSOFTWARE ADVICE
Consumer RetailTop 10 Best Fashion Boutique Software of 2026
Top 10 list ranks fashion boutique software for retail teams, covering Cin7, Odoo, and Square for Retail with key tradeoffs and selection tips.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
Cin7 is the best fit for fashion boutiques that need multi-location stock control with variant-rich catalogs and operational automation, whereas Odoo works well when you want a shared inventory-to-accounting workflow you can extend, and Shopify is a cheaper starting point if your priority is tight ecommerce-meets-ops control.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Cin7
Inventory visibility stays tied to receiving, transfers, and stock takes so availability updates follow physical movements.
Best for: Fits when fashion boutiques need multi-location stock control with variant-rich catalogs and operational automation.
Odoo
Editor pickCross-app stock valuation and accounting integration connects inventory moves to ledger entries.
Best for: Fits when boutiques need a shared inventory-to-accounting workflow with extensibility for channel workflows.
Square for Retail
Editor pickBarcode-driven receiving and inventory corrections tied directly to variant item definitions.
Best for: Fits when boutiques need quick POS operations with variant catalogs and ecommerce-connected inventory updates.
Comparison Table
Cin7
enterpriseCin7 manages inventory, purchasing, orders, warehouses, and sales channels for product businesses.
Inventory visibility stays tied to receiving, transfers, and stock takes so availability updates follow physical movements.
Cin7 is a fit for fashion boutiques that need inventory orchestration across locations and sales channels while keeping the catalog structured for size and color variants. The receiving and replenishment workflow supports consistent intake, then pushes inventory availability into ongoing sales operations. Admin controls are geared toward operational roles with permissions around ordering, stock tasks, and catalog updates.
A key tradeoff is that the value depends on upfront catalog hygiene for style-level structure and variant mapping, because downstream inventory accuracy relies on that setup. Cin7 works best when stores already run barcode scanning and need repeatable stock movements like transfers, cycle counting, and low-stock follow-ups.
- +Strong inventory orchestration across locations and channels
- +Receiving-to-replenishment workflows reduce stock reconciliation work
- +Variant-first catalog setup supports size and color ranges
- +Operational automation creates consistent stock follow-up queues
- –Accurate variant setup demands disciplined catalog maintenance
- –Admin setup for permissions takes time before staff roll-out
- –Some boutique workflows may require configuration to match staff habits
- –Bulk data changes need careful testing to avoid inventory mismatches
Retail operations teams
Coordinate transfers between boutique locations
Fewer oversells and stale counts
Merchandising managers
Maintain assortment for variant-heavy styles
Cleaner in-store and ecommerce listings
Show 2 more scenarios
Warehouse and receiving teams
Run consistent goods receiving workflows
More reliable stock accuracy
Goods receiving flows support intake tracking before inventory is made available for sale.
Store managers
Triage cycle count tasks by exception
Lower inventory aging risk
Cycle counting queues and low-stock follow-ups reduce manual checking across SKUs.
Best for: Fits when fashion boutiques need multi-location stock control with variant-rich catalogs and operational automation.
Odoo
SMBOdoo combines point-of-sale, ecommerce, inventory, purchasing, and accounting applications.
Cross-app stock valuation and accounting integration connects inventory moves to ledger entries.
Odoo can cover end-to-end retail operations because inventory movements can drive purchasing, goods receiving, and accounting entries inside the same configuration. Variant matrix handling supports multi-attribute products, and barcode label printing can be used at scan and receiving steps depending on installed settings. Integration depth tends to come from Odoo-to-Odoo app links plus API-based connections to ecommerce or other channels. Admin control relies on permission groups, record rules, and activity tracking that audit changes across the configured apps.
A tradeoff appears with boutique-specific workflows because deeper omnichannel behavior often requires configuration discipline and custom add-ons for edge cases. Odoo works well when the boutique has distinct supplier catalogs, repeated receiving workflows, and needs purchasing and accounting to stay synchronized with stock on hand. It is less efficient when the team wants a strictly pre-bundled retail stack with minimal configuration and limited customization.
- +Inventory-driven purchasing and accounting keep stock, costs, and GL in sync
- +Variant configuration supports multi-attribute items for size and color assortments
- +Extensible app modules support boutique workflows beyond standard retail screens
- +Role-based access controls can be applied at app and record levels
- –Omnichannel processes often require configuration work and add-ons for channel parity
- –Back office depth can add admin overhead for small stores with simple needs
- –Barcode workflows depend on setup choices across warehouse operations
- –Customizations can increase upgrade testing effort across installed modules
Retail operations managers
Synchronize receiving, stock, and accounting
Fewer reconciliation gaps
Merchandising and buying teams
Manage style-level assortments by variants
Faster assortment setup
Show 2 more scenarios
Systems and integration teams
Connect POS, ecommerce, and supplier tools
Lower integration friction
APIs and modular add-ons support data exchange and workflow extensions across retail channels.
Store managers with multiple roles
Control access across operations
Tighter internal controls
Permission groups and record-level rules restrict actions across inventory, purchasing, and sales screens.
Best for: Fits when boutiques need a shared inventory-to-accounting workflow with extensibility for channel workflows.
Square for Retail
SMBSquare for Retail combines point-of-sale, payments, inventory, customer profiles, and basic retail reporting.
Barcode-driven receiving and inventory corrections tied directly to variant item definitions.
Square for Retail fits fashion boutique workflows where POS speed matters and inventory updates must track day-to-day sales and returns. The catalog supports variant matrix management for size and color, which helps keep style-level item definitions aligned across channels. Barcode scanning and receipt workflows support goods receiving and quick stock adjustments when tags and labels are in place. The admin layer provides role-based access for common retail tasks such as register management, inventory operations, and sales reporting.
A key tradeoff is that Square for Retail leans toward fast setup and connector-based integrations rather than deep, custom warehouse processes. Multi-location stock transfer workflows exist, but complex purchasing and supplier workflows often require additional process steps outside standard buying screens. It works best when store staff need frequent cycle counts and low-friction inventory correction during active seasons.
- +Variant matrix catalog for size and color items
- +Barcode scanning for fast receiving and adjustments
- +Connected ecommerce and order flows via Square ecosystem
- +Role-based access for day-to-day store responsibilities
- –Complex purchasing and supplier catalog workflows may require extra steps
- –Less depth for advanced assortment planning than specialized retail suites
- –Inventory history reporting depends on connected operational discipline
- –Extensibility relies more on integrations than custom built workflows
Store manager teams
Handle daily receiving and counts
Fewer stock mismatches at sale time
Merchandising teams
Manage size and color assortments
Lower catalog maintenance effort
Show 1 more scenario
Ecommerce and retail ops
Coordinate omnichannel sales data
More accurate sell-through reporting
Connected order flows keep customer and order records consistent between storefront and in-store sales.
Best for: Fits when boutiques need quick POS operations with variant catalogs and ecommerce-connected inventory updates.
Shopify
SMBShopify combines boutique ecommerce, inventory management, payments, and point-of-sale features.
Storefront and operational admin share the same product and variant data model for coordinated merchandising and fulfillment.
Shopify is a fashion boutique commerce system used for storefronts and store operations with a variant-first catalog that fits size and color matrices. Catalog management supports product variants, collections, and channel availability, while fulfillment workflows can connect to barcode scanning and shipping labels for in-store and back-office execution.
- +Variant matrix supports size and color combinations in one product setup
- +Extensible APIs support custom integrations for catalogs, orders, and customers
- +Omnichannel sales channels share products, pricing, and customer context
- +Admin workflows centralize fulfillment actions across channels
- –Advanced retail planning like assortment planning needs external apps
- –Multi-location stock controls can require careful setup to prevent mismatch
Best for: Fits when boutiques need tight ecommerce-meets-operations control with variant-heavy catalogs and integrations.
Lightspeed Retail
vertical specialistLightspeed Retail provides point-of-sale, inventory, purchasing, and reporting for specialty retailers.
Multi-location stock transfers that keep on-hand quantities aligned with barcode-driven receiving and in-store movements.
Lightspeed Retail runs daily boutique operations by handling fashion retail POS sales with inventory-backed product and variant tracking. It supports omnichannel workflows through store management features that coordinate stock movements, labels, and purchase activity across locations.
- +Inventory-aware POS reduces manual SKU and stock reconciliation
- +Barcode label printing supports fast receiving and in-store workflows
- +Multi-location stock transfers track movement between stores
- +API and ecommerce integration support ongoing catalog and inventory sync
- –Advanced setup around variants and mappings can take time
- –Some fashion merchandising workflows require add-on or external planning tooling
Best for: Fits when boutiques need inventory-backed POS plus ecommerce sync across multiple locations and staff roles.
KORONA POS
SMBKORONA POS provides cloud retail point-of-sale, inventory, customer tracking, and reporting.
Cycle counting workflows that tie inventory corrections to the operational rhythm of daily store operations.
KORONA POS fits fashion boutique teams that need store-first sales with inventory workflows tied to SKUs, barcodes, and receiving. It supports barcode scanning, goods receiving, stock transfers, and cycle counting to keep on-hand quantities aligned with daily selling.
- +Barcode scanning speeds checkout and reduces item lookup errors
- +Goods receiving and stock transfers support multi-store replenishment workflows
- +Cycle counting supports inventory corrections without full resets
- +Variant-driven merchandise setup supports size and color assortment work
- –Deep ecommerce and marketplace coverage depends on external integrations
- –Multi-location operations need consistent SKU rationalization discipline
Best for: Fits boutiques managing size and color variants that prioritize in-store speed, receiving, and inventory accuracy.
Epos Now
SMBEpos Now supplies retail point-of-sale, inventory, payments, and reporting software.
Barcode-driven selling paired with integrated payments to keep checkout flow consistent across busy store shifts.
Epos Now differentiates through fashion retail POS built around integrated payments, barcode-driven selling, and store operations in one workflow. It supports item-level receipts and daily trading reports tied to item and till activity, which fits boutique operations that need tight point-of-sale control.
- +Barcode-driven selling reduces lookup time at the till
- +Built-in reporting ties sales totals to item and till activity
- +Purchase orders and stock movements support day-to-day replenishment
- +Payment integration reduces handoffs between POS and payments
- –Variant handling depends on how the catalog is configured
- –Extensibility relies on integrations and add-ons rather than a wide native automation surface
- –Multi-store governance can require careful permission setup
- –Some back-office workflows need manual steps instead of rule-based automation
Best for: Fits when boutique teams need fast barcode checkout plus basic replenishment workflows across one or a few stores.
SimpleConsign
vertical specialistSimpleConsign provides point-of-sale, consignor management, inventory, and reporting for consignment stores.
Consignment inventory lifecycle tracking that keeps item status consistent from receiving through payout-ready sale handling.
SimpleConsign targets fashion consignment workflows with boutique-style POS and inventory control under one operational surface. It centers day-to-day receiving, sales, and consignment inventory handling so staff can move goods through intake to sale while tracking item status.
- +Consignment-first item lifecycle reduces manual tracking during intake and sale
- +Barcode-friendly receiving and scanning workflows fit busy retail floor operations
- +Style and variant item organization supports size and color assortment entry
- +Admin controls support multi-staff operations with permission boundaries
- –Deeper omnichannel sync depends on external integrations rather than built-in breadth
- –Customization of workflow rules needs setup time and internal process alignment
- –Reporting depth for sell-through and aging can lag behind larger retail POS suites
- –Advanced catalog behaviors for multi-collection seasonality may require careful catalog hygiene
Best for: Fits when a consignment-focused boutique needs barcode workflows, item lifecycle control, and staff permissions.
Celerant
enterpriseCelerant provides retail POS, ecommerce, inventory, and order management for growing merchants.
Style-level catalog management that drives variant-aware merchandising workflows tied to POS and markdown execution.
Celerant runs boutique retail operations with fashion-focused POS, back office, and inventory workflows. It supports a style-level catalog with variant handling for size and color, then ties those variants to scanning, receiving, and stock movement.
- +Style-level catalog supports size and color variants tied to sales and replenishment
- +Inventory receiving and stock transfers follow retail back-office workflows
- +Markdown planning links assortment changes to POS item availability
- +Integration options connect retail operations with ecommerce and accounting systems
- –Configuration depth can require more admin time than lighter boutique POS setups
- –Omnichannel inventory behavior may depend on integration configuration and data sync discipline
- –Advanced catalog workflows can feel complex for teams used to simpler item management
- –Reporting granularity may require setup to match specific fashion KPI definitions
Best for: Fits when fashion retailers need variant-rich catalog control plus back-office automation across store locations.
BigCommerce
SMBBigCommerce provides hosted ecommerce, catalog management, payments, and order processing.
Catalog variant capabilities with rich SKU-level attributes for size and color matrix merchandising.
BigCommerce fits fashion boutiques that need an ecommerce storefront with strong catalog and operational controls plus a clean path to payments, shipping, and integrations. Built-in features cover product variants, merchandising workflows, tax and shipping configuration, and order management that supports multi-channel selling.
- +Variant-heavy product catalog handles size and color matrix merchandising
- +Extensible API supports custom integrations for orders and catalog objects
- +Admin configuration covers storefront, taxes, shipping, and order workflows
- +Integration app ecosystem reduces custom build time for common retail needs
- –Boutique POS workflows like receiving and barcode scanning need external systems
- –Advanced automation often requires careful setup across catalog and order states
- –Inventory sync depends on integration design and frequency
- –Complex catalog design can raise governance workload for variant changes
Best for: Fits when a boutique needs strong ecommerce catalog depth and integration-ready order workflows.
Conclusion
After evaluating 10 fashion boutique software, Cin7 stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Fashion Boutique Software
Fashion boutique software connects boutique POS operations, inventory movement tracking, and merchandising workflows across stores and channels, with Cin7, Odoo, Square for Retail, and Shopify highlighted as core integration-focused options. Lightspeed Retail, KORONA POS, Epos Now, SimpleConsign, Celerant, and BigCommerce round out the set, each emphasizing different mechanisms like barcode receiving, cycle counting, consignment lifecycle tracking, or style-level catalog control.
The comparison focuses on how receiving, transfers, and variant data stay consistent, how automation and API extensibility support retail operations, and how administration and governance control day-to-day execution. Cin7 is positioned as the top overall tool for inventory orchestration that follows physical movements, while Celerant is distinguished by style-level catalog management tied to markdown execution.
Fashion Boutique Software that runs POS, inventory movement, and variant-rich merchandising
Fashion boutique software is the operational layer that ties barcode-driven POS and receiving to a variant matrix for size and color items, then carries that inventory through stock transfers, stock takes, and reconciliation workflows. The category also supports boutique merchandising execution by keeping catalog structures consistent from style-level or product-level definitions through replenishment, markdown workflows, and order fulfillment.
Cin7 centers inventory visibility that updates alongside receiving, transfers, and stock takes so availability matches what happens in the store. Shopify centers a shared storefront and operational admin product and variant data model, so ecommerce integrations and fulfillment run on the same size and color setup used for in-store operations.
Core evaluation features for Fashion Boutique Software operations
Fashion boutiques need inventory to stay synchronized from receiving to stock transfers and stock takes so availability matches what staff scan and sell in each shift. Tools that keep updates tied to physical movement reduce reconciliation work and prevent sell-through errors caused by stale on-hand quantities.
Variant-rich catalogs also drive day-to-day execution because size and color options determine barcode scanning behavior, markdown eligibility, and fulfillment routing. The strongest systems keep variant matrix setup consistent across POS, receiving, ecommerce connections, and back-office workflows so operational changes do not create catalog drift.
Receiving and transfer-driven inventory synchronization
Cin7 ties inventory visibility to receiving, stock transfers, and stock takes so on-hand updates follow physical movements across locations. Lightspeed Retail keeps on-hand aligned through multi-location stock transfers paired with barcode-driven receiving and in-store movement.
Variant matrix catalog structure for size and color
Square for Retail uses a variant matrix catalog for size and color items so barcode scanning can map corrections to the right variant definitions. Shopify models products and variants in one shared data layer for both storefront and operations so ecommerce and POS workflows stay coordinated around the same size and color setup.
Barcode workflows for fast receiving, corrections, and scanning
Lightspeed Retail supports barcode label printing to speed receiving and in-store workflows while keeping inventory-aware POS behavior. KORONA POS pairs barcode scanning with checkout speed and ties inventory corrections to the operational rhythm using cycle counting workflows.
Back-office depth for inventory-to-accounting alignment
Odoo connects inventory moves to accounting through cross-app stock valuation and accounting integration so ledger entries track operational stock activity. Shopify prioritizes shared operational and storefront product and variant data and relies on external apps for advanced retail planning rather than deep native back-office accounting workflows.
Style-level catalog management for fashion workflows
Celerant uses a style-level catalog that drives variant-aware merchandising workflows tied to POS and markdown execution. Cin7 covers multi-location inventory orchestration but distinguishes itself primarily through receiving-to-replenishment inventory workflows rather than style-first catalog control.
Decision framework for selecting Fashion Boutique Software
The selection starts with how inventory truth is maintained, since receiving and transfer workflows define whether staff rely on scans or on manual adjustments. Cin7 and Lightspeed Retail make physical movement the basis for availability updates, while other tools require more setup discipline to keep inventory states aligned across workflows.
The second decision is how the catalog is modeled, because size and color variant setup determines barcode mapping, merchandising execution, and integration behavior. Shopify and BigCommerce emphasize ecommerce-first data structures with extensible APIs, while Celerant emphasizes style-level catalog management tied to markdown execution and POS workflows.
Pick the inventory-truth approach based on store operations
If staff need on-hand to update directly from receiving, transfers, and stock takes, Cin7 is built around inventory visibility that follows those physical movements. If the operating model runs multiple locations with barcode-driven transfers and receiving, Lightspeed Retail keeps quantities aligned through multi-location stock transfers and barcode label printing workflows.
Choose catalog modeling based on merchandizing style
If fashion assortment execution depends on style-level control tied to markdown execution, Celerant provides a style-level catalog that drives variant-aware merchandising workflows. If merchandising is organized around products and variants that must coordinate across storefront and operations, Shopify shares the same product and variant data model for ecommerce and admin.
Decide how barcode scanning maps to variant definitions
If barcode receiving and corrections must resolve to exact variant item definitions for size and color, Square for Retail emphasizes barcode-driven receiving tied to variant matrix definitions. If speed and scanning are prioritized alongside daily in-store accuracy loops, KORONA POS focuses on barcode scanning at checkout and cycle counting tied to daily operations.
Match automation breadth to required workflow parity
If inventory operations must connect to accounting so stock moves produce ledger entries, Odoo provides cross-app stock valuation and accounting integration. If the store needs ecommerce catalog depth and integration-ready order workflows, BigCommerce emphasizes variant-heavy ecommerce catalog capabilities with extensible APIs for orders and catalog objects.
Set governance expectations for variant setup effort
When variant setup demands disciplined catalog maintenance, Cin7 makes accurate variant configuration a requirement because inventory visibility depends on receiving and transfer workflows tied to variant definitions. When omnichannel parity requires configuration work for channel workflows, Odoo can add admin overhead and requires careful setup to align processes across channels.
Who Fashion Boutique Software fits best
Boutiques that run multiple locations need inventory orchestration tied to physical movement so staff do not sell from stale counts. Systems that connect receiving, transfers, and stock takes to availability updates reduce the operational cost of reconciliation.
Boutiques that manage size and color heavy catalogs need a variant matrix model that supports barcode scanning for receiving and corrections. Tools that share product and variant data between storefront and operations help keep the same definitions used at the POS consistent with ecommerce fulfillments.
Multi-location boutiques with variant-rich catalogs
Cin7 supports inventory visibility that updates with receiving, transfers, and stock takes across locations while operating on variant-rich catalogs. Lightspeed Retail matches multi-location needs using barcode label printing and multi-location stock transfers that keep quantities aligned with in-store movements.
Boutiques focused on ecommerce and in-store product coordination
Shopify uses a shared product and variant data model for storefront and operational admin so ecommerce integrations and fulfillment coordinate with POS operations. BigCommerce provides variant-heavy catalog depth and extensible APIs for order and catalog integration workflows.
Boutiques built around markdown execution tied to fashion catalog structure
Celerant uses style-level catalog management that ties variant-aware merchandising to POS and markdown execution. This style-first approach fits retailers that need fashion catalog control beyond generic product-level setup.
Boutiques that prioritize fast scanning at receiving and checkout
Square for Retail emphasizes barcode-driven receiving and inventory corrections tied directly to variant item definitions for size and color items. KORONA POS pairs barcode scanning speed at checkout with cycle counting workflows that tie inventory corrections to daily store operations.
Common pitfalls when buying Fashion Boutique Software
Many boutique teams select software based on POS speed and then discover later that inventory accuracy depends on how variant definitions and barcode scans map to stock states. Incorrect setup can create mismatches between what staff scan and what ecommerce or back-office workflows assume.
Another frequent issue is choosing a system with shallow advanced retail planning and then expecting internal assortment planning to match fashion cadence. Tools that rely on external apps for advanced planning can require additional workflow design to keep markdowns and replenishment decisions aligned.
Buying barcode-capable POS without verifying that receiving and transfers update the inventory truth end to end
Cin7 and Lightspeed Retail connect physical receiving and transfers to availability updates, so barcode corrections do not stay isolated in the POS. Square for Retail supports barcode receiving and corrections, but teams still need to validate how purchasing and supplier workflows connect into inventory states.
Overlooking catalog governance effort for size and color variant setup
Cin7 requires disciplined variant setup because inventory visibility depends on variant configuration across receiving and replenishment workflows. Odoo can add omnichannel configuration work to reach channel parity, which increases admin overhead if governance roles are not assigned.
Expecting advanced assortment planning inside tools that emphasize POS or ecommerce core workflows
Shopify supports variant-heavy catalogs and ecommerce-meets-operations control, but advanced retail planning like assortment planning depends on external apps. Lightspeed Retail and KORONA POS can require add-ons or external planning tooling for some fashion merchandising workflows.
Assuming omnichannel sync depth exists without integration design work
KORONA POS and SimpleConsign both depend on external integrations for deeper ecommerce and marketplace coverage beyond core in-store workflows. BigCommerce and Shopify provide extensible APIs, but advanced automation across catalog and order states still requires careful setup.
How We Selected and Ranked These Tools
We evaluated Cin7, Odoo, Square for Retail, Shopify, Lightspeed Retail, KORONA POS, Epos Now, SimpleConsign, Celerant, and BigCommerce against feature coverage, operational ease, and value. Feature coverage accounted for 40% of the scoring by prioritizing receiving and transfer-driven inventory synchronization, barcode workflows, and variant matrix support for size and color catalogs.
Ease and value each accounted for 30% by weighting how much configuration work is required before store staff can run receiving, transfers, and barcode-driven corrections in daily shifts. Cin7 earned the top rank because inventory visibility stays tied to receiving, transfers, and stock takes so availability updates follow physical movements, while the workflows also align with variant-rich catalog operations.
Frequently Asked Questions About Fashion Boutique Software
How do Cin7 and Lightspeed Retail keep omnichannel inventory aligned across transfers and counts?
Which platform best fits a variant matrix catalog with size and color across POS and ecommerce?
How does barcode scanning change day-to-day receiving and checkout speed in Square for Retail and KORONA POS?
When do teams need to plan data migration for style-level catalog and variant definitions in Celerant and Odoo?
What breaks if admin roles and RBAC are not configured before scaling locations in Lightspeed Retail and Odoo?
How do Cin7 and Shopify handle integrations for ecommerce and accounting workflows?
When does Epos Now fit better than Shopify for fashion stores that prioritize barcode-driven POS control?
What are the tradeoffs between style-level catalog automation in Celerant and extensible workflow building in Odoo?
How can teams integrate consignment handling with store permissions using SimpleConsign and what support exists for APIs?
Where does BigCommerce fall short compared with Lightspeed Retail for store-level receiving and transfer operations?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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