GITNUXSOFTWARE ADVICE
Supply Chain In IndustryTop 10 Best Supply Chain Logistics Software of 2026
Rank and compare top supply chain logistics software options with key criteria and tradeoffs to help teams shortlist tools like project44 and Blue Yonder.
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%
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Project44 is the best pick for logistics teams that need near real-time shipment visibility with control-tower style exception handling because it standardizes carrier and multi-leg events into prioritized operational workflows, whereas RELEX Solutions fits planning teams that want governed replenishment and distribution scenario automation thanks to its consistently executed planning logic across cycles.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
project44
Control-tower style exception handling that turns shipment events into prioritized, trackable operational workflows.
Best for: Fits when logistics teams need near real-time shipment visibility with automated exception workflows across multi-leg transportation.
RELEX Solutions
Editor pickEnd-to-end replenishment and distribution planning logic that runs consistently across scenarios and operational cycles.
Best for: Fits when planning teams need repeatable decision automation and governed scenarios feeding replenishment and distribution.
Blue Yonder
Editor pickOperational decisioning that links planning intent to warehouse and transportation execution through exception-driven workflow changes.
Best for: Fits when supply planning and logistics execution need shared rules and exception automation across networks.
Comparison Table
project44
enterpriseShipment visibility platform providing standardized tracking data across carriers and modes.
Control-tower style exception handling that turns shipment events into prioritized, trackable operational workflows.
project44 is a shipment visibility solution geared toward event-driven orchestration, where raw carrier scans become standardized status updates tied to business milestones. The integration depth is strongest when downstream systems need consistent event semantics for reporting and exception triggers, such as OTIF dashboards and exception queues. The automation surface supports webhook and API-driven consumption so operations workflows can react without manual export cycles.
A practical tradeoff is that full value depends on disciplined shipment reference mapping and clean identifiers across planning and execution systems. project44 fits situations where teams manage multi-leg transportation and need exception management that stays current as carriers change routes, handoffs, or scan coverage.
- +Event ingestion converts carrier updates into consistent, actionable shipment milestones
- +API and webhooks enable event-driven automation for control tower workflows
- +Exception management supports investigation queues tied to shipment context
- +RBAC and audit logs support multi-team visibility governance
- –Reference and identifier mapping takes operational governance to stay accurate
- –Deep integration work is required when TMS event models differ
Logistics operations teams
Manage shipment exceptions at scale
Reduced exception resolution time
Supply chain visibility stakeholders
Feed dashboards with consistent events
More reliable OTIF metrics
Show 1 more scenario
TMS integration owners
Automate event updates into execution
Less manual tracking work
Integration teams use webhooks and APIs to push tracking signals into downstream execution workflows.
Best for: Fits when logistics teams need near real-time shipment visibility with automated exception workflows across multi-leg transportation.
RELEX Solutions
vertical specialistRetail optimization platform for forecasting, replenishment, and space planning.
End-to-end replenishment and distribution planning logic that runs consistently across scenarios and operational cycles.
RELEX Solutions targets planning organizations that run frequent replenishment and distribution planning cycles and need traceable assumptions behind each recommendation. The system supports multi-entity planning logic, scenario iterations, and operational handoffs through integration points that keep master data like item and location aligned. Teams typically use it to improve inventory positioning while reducing manual re-planning work during demand shifts and supply constraints. For governance, RELEX emphasizes configurable logic and controlled workflow steps that let planning groups standardize decision making across regions.
A practical tradeoff is that planning automation depth increases implementation and change-management effort, especially when assumptions must match how warehouses, order management, and transportation teams execute. RELEX fits best when planning must drive day-to-day replenishment and distribution decisions, not only periodic forecasts. It is a strong choice when integration requirements are well-defined and the planning cadence is stable enough to benefit from automated scenario runs and consistent review rhythms.
- +Decision automation across demand, inventory, and replenishment workflows
- +Scenario iterations support planning cadence and controlled assumption changes
- +Integration surface supports practical handoffs to execution systems
- +Governance-oriented configuration reduces ad hoc spreadsheet behavior
- –Deep planning configuration requires disciplined governance and change control
- –Execution fit depends on the maturity of downstream order and warehouse processes
- –Complexity rises when data definitions and master data stewardship are weak
- –Exception workflows can take time to tune for different business units
Global retail replenishment teams
Automate store-level replenishment planning cycles
Fewer manual re-planning cycles
Consumer goods supply planners
Balance inventory across distribution nodes
Improved inventory health
Show 1 more scenario
Regional forecasting and inventory analysts
Standardize demand and inventory assumptions
More consistent planning outcomes
Configured business rules make planning logic consistent across categories and regions with fewer ad hoc changes.
Best for: Fits when planning teams need repeatable decision automation and governed scenarios feeding replenishment and distribution.
Blue Yonder
enterpriseAI-driven supply chain planning, fulfillment, and merchandising platform formerly known as JDA.
Operational decisioning that links planning intent to warehouse and transportation execution through exception-driven workflow changes.
Blue Yonder is differentiated by its tight workflow continuity from planning outputs into logistics execution, especially for fulfillment planning, inventory allocation behavior, and operational performance monitoring. Warehouse-facing capabilities connect operational constraints to plan adherence, and transportation-facing capabilities connect shipment status and exception signals to routing and execution actions. Teams also get analytics that track operational outcomes like throughput patterns and on-time performance drivers at the process level, not just at the order line level.
A key tradeoff is that the breadth across planning and execution increases integration and governance work when multiple systems own adjacent data, such as separate OMS, WMS, or freight billing stacks. Blue Yonder fits best when a program can centralize master data for locations, SKUs, and fulfillment rules and then enforce those rules through system integration rather than manual coordination. It also fits when frequent logistics exceptions justify event-driven automation across warehouse and transportation workflows.
- +Planning-to-execution continuity reduces plan drift during fulfillment
- +Event-driven exception handling supports faster operational recovery
- +Operational analytics connect process constraints to outcomes
- +Extensibility supports integration with existing enterprise logistics systems
- –Cross-module setups require governance around fulfillment and inventory rules
- –Warehouse and transportation breadth can slow rollout for narrow scope programs
- –Integration depth depends on quality of master data and trading partner mappings
- –Advanced configuration can raise admin workload for frequent process changes
Supply chain planning teams
Translate forecasts into fulfillment execution
Lower fulfillment misses
Warehouse operations teams
Handle throughput exceptions in real time
Faster recovery cycles
Show 2 more scenarios
Transportation operations teams
Coordinate shipment status and reroutes
Higher on-time performance
Shipment event feeds support exception management actions across dispatch and routing workflows.
Integration and IT governance teams
Connect planning and logistics systems
Fewer manual reconciliations
Interfaces support enterprise connectivity for order, inventory, and event flows between systems of record.
Best for: Fits when supply planning and logistics execution need shared rules and exception automation across networks.
Coupa
enterpriseBusiness spend management platform with supply chain design and sourcing capabilities from Llamasoft acquisition.
Coupa provides configurable procurement-to-pay workflow governance that shapes supplier collaboration on purchase orders and invoices.
Coupa is most distinct for coordinating procurement-to-pay workflows with supplier collaboration around purchase orders, invoices, and approvals. It supports spend visibility and policy-driven approvals while connecting procurement activity to downstream execution workflows through integrations and APIs.
- +Strong procurement-to-pay workflow automation with approval routing controls
- +Supplier-facing collaboration tools reduce back-and-forth on purchase orders
- +Integration depth via documented APIs for ERP and logistics-adjacent systems
- +Audit log and governance features support traceability across procurement actions
- –Freight execution depth is limited compared with dedicated TMS and OMS suites
- –Deep configuration requires governance discipline across buying teams
- –Event-level logistics orchestration depends heavily on connected systems
- –Workflow modeling can become complex for large organizations with many edge cases
Best for: Fits when procurement teams need standardized ordering and invoice processes that feed logistics documentation workflows.
E2open
enterpriseConnected supply chain platform spanning planning, logistics, trade, and partner collaboration.
Trading-partner collaboration workflows that tie planning updates to execution events and exception resolution paths.
E2open orchestrates supply chain planning, execution, and collaboration across trading partners using an integrated network approach. Demand and supply visibility connect to operational workflows for orders, shipments, and exception handling so teams can coordinate changes across functions.
- +Cross-enterprise workflows that link planning signals to execution changes
- +Strong partner collaboration for shared orders and shipment status workflows
- +Configurable exception handling paths for operational disruptions
- +Integration and automation options suitable for high-throughput trading-partner traffic
- –Setup effort rises when partner processes and data definitions differ widely
- –UI workflow tuning can take time when many roles and exceptions are enabled
- –Reporting depth depends on how event and master data are modeled
- –Full value depends on disciplined change management across trading partners
Best for: Fits when large, multi-entity supply chains need partner collaboration tied to execution and exceptions.
SAP Integrated Business Planning
enterpriseCloud-based supply chain planning, forecasting, and demand collaboration suite within SAP's SCM portfolio.
Constraint-aware planning optimization that keeps supply, inventory, and capacity decisions feasible across scenarios.
SAP Integrated Business Planning is built for cross-functional planning across demand, supply, inventory, and production with a tight connection to SAP execution processes. It supports scenario planning with optimization-driven approaches for constraints and network decisions, which matters when forecasts must translate into feasible plans.
- +Scenario planning ties forecast changes to supply constraints and network decisions
- +Constraint-aware optimization supports capacity and material feasibility in planning
- +Planning outputs align with SAP execution data flows for faster plan-to-fulfillment
- +Strong extensibility for custom logic and integrations in planning workflows
- –Implementation governance is heavy when planning data models diverge from execution
- –Advanced planning requires skilled configuration to avoid brittle scenario results
- –Non-SAP logistics execution integrations can add mediation and mapping overhead
- –Deep planning granularity can slow iterations for large planning horizons
Best for: Fits when enterprises need constraint-driven supply and demand planning that feeds SAP execution workflows.
Manhattan Associates
enterpriseSupply chain commerce platform spanning warehouse management, transportation, and omnichannel fulfillment.
Integrated orchestration across warehouse execution and transportation execution driven by shared order and shipment state.
Manhattan Associates is distinct for combining warehouse and transportation execution capabilities into a unified supply chain execution suite used by large, high-throughput operations. Its core capabilities cover warehouse operations, order and inventory visibility workflows, and transportation planning and execution with strong attention to exception handling and carrier-facing processes.
- +Execution depth for both warehouse and transportation workflows
- +Exception-centric operations support for distributed, high-volume networks
- +Enterprise-grade integration support for EDI exchange and system connectivity
- +Multi-site configuration supports consistent operations across locations
- –Strong configuration governance is required for stable exception behavior
- –Workflow customization can increase implementation time for complex networks
- –Advanced capabilities depend on integration scope with adjacent systems
- –User experience varies by role due to the breadth of configurable screens
Best for: Fits when large retailers or manufacturers need coordinated warehouse and transportation execution with structured exception handling.
Oracle Fusion Cloud SCM
enterpriseEnd-to-end supply chain management suite covering planning, procurement, manufacturing, and logistics.
Fusion workflow automation ties procurement and logistics-related approvals to shared master data and enterprise controls.
Oracle Fusion Cloud SCM brings planning, procurement-to-pay workflows, and execution features into a single Oracle data and integration surface. The suite covers procurement and supply chain execution processes with deep ERP alignment and enterprise controls for master data, roles, and audit trails.
- +Strong end-to-end fit with Oracle ERP procurement-to-pay workflows
- +Enterprise RBAC and audit log support for controlled supply operations
- +Broad API and integration surface for connecting logistics systems
- +Workflow automation supports approvals, exceptions, and operational routing
- –Implementation tends to require experienced configuration and governance discipline
- –Some logistics workloads may need external WMS or TMS modules to reach depth
- –Extensibility often depends on Oracle-specific integration patterns
- –Planning-to-execution alignment can add administrative overhead for large item catalogs
Best for: Fits when enterprises need Oracle-aligned SCM execution plus integration-ready workflows for logistics systems.
Descartes Systems Group
enterpriseGlobal logistics and supply chain management network covering customs, routing, and trade compliance.
Coordinated shipment event visibility with trade document workflows to keep compliance data aligned to operational status.
Descartes Systems Group runs logistics execution workflows focused on shipment visibility, trade document handling, and cross-border compliance. Its differentiator is the way logistics events, carrier communications, and document data stay coordinated across operational steps through integration tooling.
- +Event-driven shipment visibility tied to document and carrier status updates
- +EDI and standards-based message workflows for procurement to shipment handoffs
- +Extensible integration surface for translating logistics and compliance data
- +Administrative controls for multi-entity logistics operations
- –Configuration depth can slow deployments for teams without integration staff
- –Some workflow coverage depends on enabling the right add-on capabilities
- –Reporting setups require careful mapping between operational objects
- –Usability varies by workflow complexity and integration readiness
Best for: Fits when enterprise logistics groups need coordinated shipment events and trade documents with controlled integrations.
Kinaxis
enterpriseConcurrent supply chain planning platform unifying sales, operations, inventory, and procurement planning.
Scenario-based closed-loop planning that turns execution exceptions into actionable re-plans for planners.
Kinaxis targets planning teams that need cross-network coordination across procurement, manufacturing schedules, and logistics execution. It is most distinct for scenario-based planning and closed-loop workflows that push constraints from demand and supply down to feasible plans.
- +Scenario planning with constraint-aware re-optimization for faster plan updates
- +Closed-loop workflows connect planning decisions to execution follow-through
- +Exception management brings execution deviations into planner-driven re-planning
- +Collaboration features support shared planning visibility across functions
- –Modeling effort can be heavy when network rules and lead times are not clean
- –Administration and governance workload increase with multi-region, multi-entity planning
- –Deep logistics alignment may require integration work to cover all execution sources
- –Usability can lag during complex what-if iterations with many constraints
Best for: Fits when global planning teams need scenario-driven re-planning and exception-led collaboration across supply and logistics.
Conclusion
After evaluating 10 supply chain logistics software, project44 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 Supply Chain Logistics Software
Supply chain logistics software choices often hinge on whether teams want event-driven control tower operations, scenario-driven planning logic, or governed cross-enterprise execution workflows. This guide covers project44 control-tower exception handling, RELEX Solutions replenishment and distribution scenario automation, Blue Yonder planning-to-execution exception-driven workflow changes, Coupa procurement-to-pay governance for freight documentation handoffs, and E2open trading-partner collaboration tied to execution exceptions.
The rest of the lineup frames how enterprises keep planning and execution aligned across networks and partners. SAP Integrated Business Planning brings constraint-aware optimization that feeds SAP execution workflows, Oracle Fusion Cloud SCM focuses on Oracle-aligned SCM automation with enterprise RBAC and audit log support, Manhattan Associates coordinates warehouse execution and transportation execution through shared order and shipment state, Descartes Systems Group links shipment visibility to trade documents and standards-based message workflows, and Kinaxis closes the loop from execution exceptions into planner re-optimization.
Supply Chain Logistics Software for planning, execution, and partner exception workflows
Supply chain logistics software coordinates planning signals, execution steps, and shipment event responses across transportation, warehousing, and partner processes. project44 exemplifies the execution side by turning shipment events from carriers into prioritized operational workflows through event ingestion plus API and webhooks.
Many platforms also shift value upstream by running scenario planning and then pushing governed decisions into execution. RELEX Solutions focuses on end-to-end replenishment and distribution planning logic that stays consistent across planning cycles, while Blue Yonder links planning intent to warehouse and transportation exception-driven workflow changes to reduce plan drift during fulfillment.
Execution control, planning automation, and collaboration mechanics
Supply chain logistics software separates into three work patterns: event-driven control for execution, scenario automation for planning, and cross-enterprise workflow alignment for partners and procurement-to-pay handoffs. The tools in this list differ most on how they translate shipment signals, planning assumptions, and approvals into operational actions that teams can govern and repeat.
Control-tower exception workflows from shipment events
project44 converts shipment events into prioritized, trackable operational workflows and uses API and webhooks for event-driven automation. Manhattan Associates also centers execution orchestration on shared order and shipment state so exceptions drive structured operational responses.
Scenario automation that stays consistent across planning cycles
RELEX Solutions runs end-to-end replenishment and distribution planning logic that produces repeatable decision automation across scenarios. Kinaxis provides scenario-based closed-loop planning that uses execution exceptions to trigger actionable re-plans for planners.
Planning-to-execution exception continuity across networks
Blue Yonder links planning intent to warehouse and transportation execution through exception-driven workflow changes that reduce plan drift during fulfillment. SAP Integrated Business Planning adds constraint-aware planning optimization that feeds SAP execution workflows when the enterprise uses SAP for downstream execution.
Partner and enterprise workflow alignment with controlled exceptions
E2open focuses on trading-partner collaboration workflows that tie planning updates to execution events and exception resolution paths. E2open also emphasizes cross-enterprise workflow linkage for shared orders and shipment status.
Procurement-to-pay workflow governance feeding logistics documentation
Coupa provides configurable procurement-to-pay workflow governance with approval routing controls that shape supplier collaboration on purchase orders and invoices. Oracle Fusion Cloud SCM ties logistics-related approvals to shared master data and enterprise controls with enterprise RBAC and audit log support for controlled supply operations.
Event visibility tied to compliance and standards-based documents
Descartes Systems Group coordinates shipment event visibility with trade document workflows so compliance data stays aligned to operational status. project44 also standardizes operational shipment milestones from carrier updates so event-driven automation works across multi-leg transportation.
Choose by execution control needs versus planning closed-loop depth
The main decision fork is whether the organization needs control-tower execution workflows driven by live shipment events, or planners need scenario automation that converts exceptions into re-plans. A second fork separates governance-first enterprise stacks from integration-heavy deployments that must align partner, event, and operational models.
Select an event-driven control tower when execution exceptions must route immediately
Choose project44 when the operations team needs shipment event ingestion that turns carrier updates into prioritized, trackable operational workflows through API and webhooks. Choose Manhattan Associates when coordinated warehouse execution and transportation execution must follow shared order and shipment state so exceptions behave consistently across a distributed, high-volume network.
Select scenario automation when planning cadence and repeatable assumptions matter most
Choose RELEX Solutions when planning teams need governed scenario iterations that run consistently across replenishment and distribution cycles. Choose Kinaxis when scenario planning must connect directly to execution follow-through by turning execution exceptions into actionable re-plans.
Choose planning-to-execution exception continuity for reducing plan drift during fulfillment
Choose Blue Yonder when shared rules and exception automation must carry planning intent into warehouse and transportation execution so teams recover faster during operational disruptions. Choose SAP Integrated Business Planning when constraint-aware optimization must remain feasible against supply, inventory, and capacity decisions that feed SAP execution workflows.
Choose partner workflow depth when collaboration ties into execution and exceptions
Choose E2open when multi-entity supply chains need trading-partner collaboration tied to execution events and exception resolution paths. This option fits when partner processes and data definitions can be aligned because setup effort rises when definitions differ widely.
Choose governance-first enterprise workflow integration for procurement-to-logistics handoffs
Choose Coupa when procurement-to-pay workflow governance and supplier-facing purchase order and invoice collaboration must shape logistics documentation workflows. Choose Oracle Fusion Cloud SCM when Oracle-aligned SCM execution and enterprise controls like RBAC and audit log support are required to govern supply operations.
Choose compliance-coupled visibility when shipment events must stay aligned to trade documents
Choose Descartes Systems Group when shipment visibility must coordinate with trade document workflows so compliance data follows operational status. This fit depends on having integration staff because configuration depth can slow deployments when teams lack integration capacity.
Teams that need event orchestration, governed planning, or partner workflows
Supply chain logistics software fits teams that have to turn planning outputs into execution actions and reconcile exceptions across transportation, warehousing, and partners. The tools in this list suit different operational owners based on whether the dominant pain is execution visibility, planning repeatability, or cross-enterprise workflow governance.
Logistics control tower and transportation operations teams
project44 fits teams that need near real-time shipment visibility and automated exception workflows across multi-leg transportation using API and webhooks. Manhattan Associates fits teams that want structured exception handling that coordinates warehouse and transportation execution through shared order and shipment state.
Supply planning teams running repeatable replenishment and distribution cycles
RELEX Solutions fits planning organizations that need end-to-end replenishment and distribution planning logic that stays consistent across scenarios and operational cycles. Kinaxis fits planning organizations that need closed-loop re-planning driven by execution exceptions.
Enterprise program owners standardizing SCM governance across procurement and logistics
Oracle Fusion Cloud SCM fits enterprises that need Oracle-aligned SCM execution with enterprise RBAC and audit log support that governs supply operations and approvals. Coupa fits organizations that prioritize procurement-to-pay workflow governance and supplier collaboration tied to purchase orders and invoices.
Partner operations and collaboration teams managing shared orders and shipment status
E2open fits large, multi-entity supply chains that must coordinate trading-partner collaboration workflows tied to execution events and exception resolution paths. This fit depends on aligning partner processes and data definitions to avoid setup friction.
Compliance-led logistics teams tied to trade documents and standards-based messaging
Descartes Systems Group fits teams that need coordinated shipment event visibility and trade document workflows so compliance data stays aligned to operational status. It also relies on standards-based message workflows that require integration capability to deploy quickly.
Pitfalls that derail execution or planning governance
Most failures come from choosing the right functional theme but underestimating the governance and integration work needed to make workflows stable. The listed tools all require discipline in how event identifiers, partner processes, scenario assumptions, and exception logic get configured and maintained.
Launching an event-driven control tower without committing to identifier mapping governance
project44 depends on accurate reference and identifier mapping so shipment events convert into consistent, actionable shipment milestones. Delay governance planning and event model alignment work until after rollout and exception workflows will degrade.
Building scenario planning without a change-control model for assumptions and configuration
RELEX Solutions requires disciplined governance and change control because deep planning configuration affects scenario iteration outcomes. Kinaxis also increases administration and governance workload in multi-region, multi-entity planning where modeling effort rises when network rules and lead times are not clean.
Expecting partner collaboration depth without aligning partner data definitions
E2open setup effort rises when partner processes and data definitions differ widely. Choosing E2open without a partner onboarding and data alignment plan increases UI workflow tuning time when many roles and exceptions are enabled.
Trying to cover full execution depth with procurement workflow governance alone
Coupa’s freight execution depth is limited compared with dedicated TMS and OMS suites, even when procurement-to-pay governance is strong. Teams that need deep warehouse and transportation execution workflows should pair the procurement workflow capability with an execution-focused module set.
Understaffing integration work for standards-based event and trade document workflows
Descartes Systems Group configuration depth can slow deployments for teams without integration staff. Some workflow coverage depends on enabling the right add-on capabilities, which should be planned before rollout.
How analysts verified fit for supply chain logistics workflows
Analysts opened the original publication and copied the figures next to each passage that described a capability. Analysts compared each copied figure with the official documentation and the changelog, and they used an independent review only when one was cited for that specific point.
Analysts kept a figure when it matched those source materials so each capability claim stayed grounded in the same product behavior. This list also features project44 as a top entry because its control-tower exception handling is tied to consistent shipment milestone creation plus an API and webhooks surface for event-driven automation.
Frequently Asked Questions About Supply Chain Logistics Software
How do project44 and Descartes differ in handling shipment visibility and exceptions?
Which tools connect planning outputs to warehouse and transportation execution with governed rule logic?
When do SAP Integrated Business Planning and Oracle Fusion Cloud SCM require deeper enterprise landscape alignment?
How do E2open and Manhattan Associates handle trading-partner collaboration and execution orchestration?
What breaks if API integration and data model alignment are treated as an afterthought in supply chain logistics software?
How do Coupa and E2open support procurement-to-pay workflows that feed logistics documentation?
What admin controls and audit capabilities matter most when multiple teams share logistics workflows?
How do onboarding teams typically handle data migration when orders, inventory, and shipment state already exist in multiple systems?
Where does extensibility show up differently in Kinaxis versus E2open for scenario and exception-driven 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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