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General KnowledgeTop 10 Best Obsolescence Software of 2026
Ranking of obsolescence software for technical teams with comparisons of Renovate, IBM Instana, OneTrust, plus Orbweaver and PartsBox.
How we ranked these tools
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Framework: Features 40% · Ease 30% · Value 30%
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Orbweaver is the best fit for engineering and supply teams that need controlled, traceable obsolescence workflows tied to part decisions, while PartsBox is the entry option when you want BOM-to-action ownership and OpenBOM suits BOM-first triage with controlled change processes.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Orbweaver
Configurable review and assignment workflows that turn lifecycle events into mitigation tasks with decision-ready outputs.
Best for: Fits when engineering and supply teams need controlled obsolescence workflows tied to traceable part decisions.
PartsBox
Editor pickChange-to-action workflow that links manufacturer-linked lifecycle updates to assigned remediation tasks with audit trail context.
Best for: Fits when engineering and supply chain teams need traceable obsolescence workflows from BOM to action ownership.
OpenBOM
Editor pickBOM impact scoring stays tied to each part’s lifecycle record through structured mapping and updates.
Best for: Fits when engineering and procurement need BOM-based obsolescence triage with controlled workflows.
Comparison Table
Orbweaver
enterpriseSupply chain collaboration software that includes electronic component lifecycle and obsolescence management workflows.
Configurable review and assignment workflows that turn lifecycle events into mitigation tasks with decision-ready outputs.
Orbweaver targets obsolescence management plan execution by organizing manufacturer change signals and mapping them to tracked parts and assemblies. The workflow layer supports standard review cycles and structured actions that can be assigned to roles across engineering and supply chain. Automation rules can route events into triage, flag qualification gaps, and generate decision artifacts for downstream planning.
A key tradeoff is that deeper automation depends on clean master data for part cross-references and consistent naming across systems. Orbweaver fits best when an organization already maintains disciplined part catalogs and wants to operationalize component obsolescence into repeatable program routines rather than ad hoc spreadsheets.
- +Workflow-driven mitigation tasks with assignable ownership
- +Event routing rules that move part alerts into triage actions
- +Cross-reference part mapping for substitution and interchange checks
- +Exports designed for downstream lifecycle planning handoffs
- –Automation quality depends on consistent part identifiers and cross-references
- –Advanced governance requires careful configuration of review steps
- –Complex PLM and ERP mapping can take longer than pilot workflows
- –Reporting depth can lag when programs use highly nonstandard schemas
Program engineering teams
Translate alerts into mitigation steps
Faster substitution readiness reviews
Supply chain operations
Schedule last-time buys from evidence
Lower expedited procurement
Show 2 more scenarios
Operations governance teams
Standardize cross-program obsolescence controls
More consistent decision traceability
Apply consistent approval and audit-friendly outputs across teams handling multiple product lines.
Data and integration owners
Automate lifecycle feeds into systems
Fewer manual reconciliation steps
Connect lifecycle event sources and export mapped part outcomes for ERP and PLM workflows.
Best for: Fits when engineering and supply teams need controlled obsolescence workflows tied to traceable part decisions.
PartsBox
SMBElectronic parts inventory software with lifecycle and availability tracking for obsolete and at-risk components.
Change-to-action workflow that links manufacturer-linked lifecycle updates to assigned remediation tasks with audit trail context.
PartsBox supports end-to-end obsolescence management centered on BOM analysis, lifecycle status tracking, and team workflows that convert part intelligence into planned actions. The product’s operational model fits organizations that maintain frequent engineering revisions and need recurring re-checks of component lists without manual reconciliation. It also emphasizes traceability by keeping the path from a manufacturer-origin change event to downstream actions visible to the team.
A tradeoff appears in how much the system depends on usable, consistently formatted part identifiers for accurate part-to-manufacturer mapping. Teams with inconsistent internal part numbering often need a mapping pass before automation reaches stable results. PartsBox works best when an engineering or supply chain team already has a repeatable BOM export process and a governance path for assigning owners to obsolescence actions.
- +Workflow turns lifecycle events into assigned remediation actions
- +Cross-reference part mapping reduces manual reconciliation effort
- +BOM ingestion supports repeatable re-evaluation across revisions
- +Traceability links manufacturer notice sources to task outcomes
- –Accurate automation depends on consistent internal part identifiers
- –Advanced governance requires disciplined role assignment
- –Some cross-reference coverage depends on upstream identifier quality
- –Complex organizations may need process tuning to match workflows
Supply chain operations teams
Convert notices into last-time buys
Fewer missed cutoffs
Engineering change managers
Re-check risk after BOM revisions
Tighter revision control
Show 2 more scenarios
Procurement governance teams
Maintain traceability for decisions
Clear audit documentation
Source-linked lifecycle updates provide an evidence trail for remediation approvals.
OEM sustainment teams
Plan substitutions for legacy components
Smoother sustainment planning
Cross-reference mapping supports replacement recommendations when components change.
Best for: Fits when engineering and supply chain teams need traceable obsolescence workflows from BOM to action ownership.
OpenBOM
SMBCloud BOM and PLM platform with part catalogs, lifecycle tracking, and change workflows for hardware teams.
BOM impact scoring stays tied to each part’s lifecycle record through structured mapping and updates.
OpenBOM’s core model organizes parts, their manufacturer attributes, and the bills of materials where those parts appear, which makes impact assessment traceable down to assemblies. It supports manufacturer change workflows and notification handling so teams can react when a component approaches end-of-life. Integration depth is strongest when product data and part cross-references already exist in a structured form for import. Automation works best when lifecycle feeds and mapping rules can be maintained as part of regular operations.
A tradeoff is that the highest-quality results depend on part master quality and cross-reference mapping coverage, because incorrect alternates will propagate into obsolescence impacts. OpenBOM fits teams running periodic lifecycle review cycles where the objective is to identify affected assemblies, draft recommended actions, and keep the obsolescence plan aligned with current BOM structures.
- +BOM-linked part records make impact analysis traceable to assemblies
- +Cross-reference mapping supports interchangeability and alternate part planning
- +Automation keeps lifecycle status updated via recurring data imports
- +Governance controls support controlled access to obsolescence workflows
- –Results depend heavily on part master accuracy and alternate mapping coverage
- –Complex organizations may need extra process design to standardize inputs
- –Deep integration requires work to align lifecycle identifiers to internal part IDs
Supply chain engineering teams
Trace EOL impact to assemblies
Action lists by impacted assemblies
Procurement operations teams
Plan last-time buys with alternatives
Faster sourcing and replacement planning
Show 1 more scenario
Product lifecycle management teams
Keep lifecycle statuses synchronized
Reduced stale obsolescence assessments
Run recurring updates so lifecycle events stay aligned with current item records.
Best for: Fits when engineering and procurement need BOM-based obsolescence triage with controlled workflows.
SiliconExpert
enterpriseElectronic component intelligence platform with lifecycle, obsolescence, compliance, and sourcing data.
Notification-style change tracking tied to part number mapping and alternates, designed for last-time buy planning workflows.
SiliconExpert is built for component obsolescence workflows using manufacturer and lifecycle data tied to electronic part numbers. It provides lifecycle intelligence across sourcing changes, package and alternates, and notification-style alerts that support decisions about last-time buy timing and lifecycle risk.
- +Lifecycle intelligence connected to part cross-references and alternate choices
- +API access supports obsolescence feeds into PLM and procurement workflows
- +Change-driven notifications help teams react to supply risk signals
- +Dataset access controls support multi-team governance for part intelligence
- –Effective governance depends on disciplined configuration of part coverage rules
- –Depth for qualification status and interchangeability analysis varies by manufacturer source
Best for: Fits when engineering and supply teams need automated part-level lifecycle risk signals with controlled dataset access.
Z2Data
enterpriseSupply chain risk platform with parts intelligence, lifecycle status, PCN alerts, and obsolescence monitoring.
Cross-reference part mapping that connects supplier change events to configured assemblies for obsolescence projection workflows.
Z2Data ingests lifecycle signals such as PCN and GPCN events and ties them to configured parts and assemblies for obsolescence tracking. The product focuses on cross-reference part mapping and lifecycle state management so teams can project EOL impacts to dependent items.
- +Event-to-part linkage supports PCN and GPCN style ingestion workflows
- +Cross-reference part mapping improves component obsolescence traceability
- +Lifecycle state tracking supports downstream sustainment decisions
- +Workflow actions align with last-time buy planning steps
- –Best results depend on maintaining consistent part master crosswalks
- –API breadth can be limiting for teams needing high-throughput custom integrations
Best for: Fits when supply chain and engineering teams need lifecycle event mapping to assemblies with controlled change history.
Sourceability Datalynq
enterpriseComponent data platform for lifecycle, availability, and market intelligence used in obsolescence planning.
Lifecycle change processing that turns external manufacturer signals into reviewable part status for downstream planning workflows.
Sourceability Datalynq is an obsolescence data and analytics workflow built around sourcing and lifecycle signals from manufacturer and distribution feeds. It supports part-level tracking and change handling for component obsolescence so teams can plan last-time buys and lifetime buys from one dataset.
- +Part enrichment and mapping built for manufacturer and supply feeds
- +Change handling centered on lifecycle status at the component level
- +Integration workflow supports ERP and PLM cross-reference consistency
- +Review states help standardize obsolescence actions across teams
- –Deep customization of lifecycle logic can require implementation effort
- –Reporting depends on configured datasets and consistent master data
- –Automation for downstream tasks is lighter than full workflow engines
- –RBAC granularity for vendor-specific views is not as detailed as governance-first tools
Best for: Fits when engineering teams need repeatable lifecycle enrichment and controlled review states tied to existing ERP and PLM mappings.
Arena PLM
enterpriseCloud PLM and QMS software that supports approved manufacturer lists, change control, and component lifecycle management.
Obsolescence workflows that compute recommendations from lifecycle-linked parts, revisions, and manufacturer change events.
Arena PLM centers obsolescence management around lifecycle data imported from upstream PLM and ERP sources, then linked to parts, revisions, and manufacturer change events. The tool supports obsolescence workflows that connect cross-reference part mapping to DMSMS planning artifacts and EOL projection outputs.
- +Lifecycle data imports map parts to revisions and change notices for obsolescence decisions
- +Cross-reference part mapping supports interchangeability checks during lifetime planning
- +API and automation hooks support lifecycle data feed updates and downstream alerts
- +Role-based controls and audit trails support governance over status and recommendations
- –Obsolescence workflow setup requires careful configuration of part relationships
- –Some reporting formats require configuration work to match engineering review cadence
Best for: Fits when organizations need lifecycle-linked obsolescence workflows integrated with existing PLM and ERP data feeds.
EMA Obsolescence Manager
enterpriseLifecycle and DMSMS software for electronic components with risk tracking, forecasting, and mitigation support.
Lifecycle tracking tied to obsolescence planning actions, including last-time buy and substitution workflow linkage.
EMA Obsolescence Manager focuses on planning and documentation workflows around component obsolescence, including EOL projection, last-time buy coordination, and lifecycle tracking. The tool is built around a configuration-centric process that ties part records to change events and downstream actions used in obsolescence management plans.
- +Action-oriented obsolescence management plan workflows with lifecycle tracking
- +Cross-reference part mapping supports interchangeability and qualification impact reviews
- +Monitoring automation keeps projection and alert status aligned with component updates
- +Program-level coordination helps structure last-time buy and lifetime buy actions
- –Limited visibility into API and external system automation beyond its core workflow
- –Configuration discipline is required to keep part and substitution relationships accurate
- –Deep PLM and ERP integration breadth is not clearly evidenced in common deployments
- –Counterfeit mitigation coverage is not a primary workflow focus in typical use
Best for: Fits when teams need structured obsolescence management plan execution with lifecycle tracking and substitution mapping.
Aligni
SMBParts management and BOM software with supplier lifecycle tracking and component cost analysis features.
Cross-reference mapping that ties supplier notifications to affected internal part usage for automated task routing.
Aligni automates parts obsolescence tracking by ingesting lifecycle signals and turning them into actionable change tasks for engineering and supply chain teams. The workflow centers on component-level EOL projection and cross-reference mapping so teams can connect supplier notifications to affected assemblies and internal part numbers.
- +Lifecycle signal ingestion that converts notifications into part-level action queues
- +Component cross-reference mapping links supplier items to internal part usage
- +PCN workflow supports structured review and documented disposition history
- +Audit-friendly change history for obsolescence decisions across parts
- –Integration depth varies by ERP and PLM setup and may require custom bridging
- –Configuration workload increases when part mapping spans many manufacturer alternates
Best for: Fits when engineering and supply chain teams need repeatable obsolescence workflows from lifecycle signals to part dispositions.
Venkel Electronics Component Manager
vertical specialistComponent data management platform providing cross-reference mapping and lifecycle status for electronic parts.
Controlled cross-reference part mapping that maintains traceability from original components to mapped alternates.
Venkel Electronics Component Manager targets electronics sustainment workflows where DMSMS, part lifecycle signals, and configuration control must stay tied to specific hardware. It focuses on managing component records, cross-reference mapping across part variants, and generating lifecycle-related documentation used for obsolescence management plans.
- +Lifecycle change notifications update component status with traceable history
- +Cross-reference part mapping supports interchangeability checks across variants
- +Configuration control keeps engineering baselines aligned to component master data
- +Workflow outputs support obsolescence management plan creation from managed records
- –Setup and governance discipline are required to keep mappings accurate at scale
- –API extensibility is limited compared with tools offering broader automation hooks
- –Bill of materials analysis depends on how source data is structured for import
- –Lifecycle projection depth can lag teams that need advanced scenario modeling
Best for: Fits when engineering teams need controlled component master updates tied to obsolescence documentation.
Conclusion
After evaluating 10 obsolescence software, Orbweaver 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 Obsolescence Software
Obsolescence software turns manufacturer lifecycle signals into managed decisions across engineering and supply chain teams, with Orbweaver leading the set for workflow-driven mitigation tasks. This guide covers Orbweaver, PartsBox, OpenBOM, SiliconExpert, Z2Data, Sourceability Datalynq, Arena PLM, EMA Obsolescence Manager, Aligni, and Venkel Electronics Component Manager based on how each product connects lifecycle events to part and assembly records.
The next tool sections focus on integration depth, automation through workflow and API access, and the governance controls that keep part identifiers, cross-references, and review steps traceable. The coverage spans BOM impact scoring in OpenBOM, last-time buy planning signals with dataset-controlled access in SiliconExpert, and change-to-action task assignment with audit trail context in PartsBox.
Obsolescence Software for turning lifecycle signals into governed part and BOM decisions
Obsolescence software ingests lifecycle events like change notices and maps them to internal parts, assemblies, and review states so teams can execute an obsolescence management plan with traceable outcomes. The tools in this guide differ most in how they connect notification-level data to action queues and decision-ready outputs.
Orbweaver emphasizes configurable review and assignment workflows that route lifecycle events into mitigation tasks with decision-ready outputs, while PartsBox links manufacturer-linked lifecycle updates to assigned remediation tasks with audit trail context. OpenBOM shows the contrast by keeping BOM impact scoring tied to each part’s lifecycle record through structured mapping and updates, which supports assembly-level triage without losing traceability.
Integration depth, automation surface, and governance for lifecycle-to-action workflows
Obsolescence software has to connect manufacturer change signals to internal part and assembly records so teams can execute an obsolescence management plan with traceable outcomes. The category differentiates most by how each product turns lifecycle notifications into triage work, recommendation logic, or BOM-linked impact scoring.
Workflow-to-task execution with configurable decision steps
Orbweaver converts lifecycle events into mitigation tasks using configurable review and assignment workflows with decision-ready outputs. PartsBox provides a change-to-action workflow that links manufacturer-linked lifecycle updates to assigned remediation tasks with audit trail context.
BOM-linked impact scoring tied to structured part lifecycle records
OpenBOM keeps BOM impact scoring tied to each part’s lifecycle record through structured mapping and updates. Z2Data connects supplier change events to configured assemblies so obsolescence projection workflows maintain event-to-assembly traceability.
Cross-reference mapping that connects alternates and internal identifiers
PartsBox reduces manual reconciliation using cross-reference part mapping that supports action routing from lifecycle updates to internal identifiers. Venkel Electronics Component Manager maintains traceability from original components to mapped alternates using controlled cross-reference part mapping.
API access and dataset control for feeding PLM and procurement systems
SiliconExpert provides API access designed to support obsolescence feeds into PLM and procurement workflows using part number mapping and alternates. Sourceability Datalynq focuses on lifecycle change processing that turns external manufacturer signals into reviewable part status for downstream planning workflows tied to existing ERP and PLM mappings.
Lifecycle workflow computation that connects revisions and manufacturer change notices
Arena PLM computes recommendations from lifecycle-linked parts, revisions, and manufacturer change events using lifecycle data imports. EMA Obsolescence Manager ties lifecycle tracking to obsolescence planning actions including last-time buy and substitution workflow linkage.
Choose by workflow philosophy: task routing, BOM impact scoring, or PLM-native recommendation logic
The selection hinges on how the tool connects notification-level lifecycle data to the next decision step in engineering and procurement workflows. The core choice separates tools that primarily route work through review and assignment flows, tools that primarily compute BOM impact scoring, and tools that primarily compute recommendations inside PLM-linked revision contexts.
Pick a workflow-first tool if mitigation needs controlled ownership
If engineering and supply teams must move lifecycle events into triage actions with assignable ownership, Orbweaver routes part alerts into triage actions using configurable review and assignment workflows. If audit context must sit next to each assigned remediation task from manufacturer lifecycle updates, PartsBox links lifecycle updates to remediation tasks with audit trail context.
Pick a BOM-scoring-first tool when the assembly impact is the decision output
If the decision output is BOM impact scoring that stays tied to each part’s lifecycle record, OpenBOM preserves traceability through structured mapping and updates. If obsolescence projection needs event-to-assembly linkage using configured assemblies, Z2Data maps supplier change events to assemblies with controlled change history.
Pick a cross-reference-mapping-first tool when alternates and substitutes drive workload
If routing depends on mapping supplier notifications into affected internal part usage for automated task queues, Aligni converts notifications into part-level action queues using component cross-reference mapping. If traceability from original components to mapped alternates must remain tightly controlled for interchangeability checks, Venkel Electronics Component Manager maintains controlled cross-reference part mapping with traceable history.
Pick an integration-heavy tool when feeds must land in PLM and procurement systems via automation
If lifecycle risk signals must enter PLM and procurement workflows through an automation surface, SiliconExpert pairs lifecycle intelligence with API access using part cross-references and alternate choices. If repeatable lifecycle enrichment must start from manufacturer and supply feeds and end in review states tied to ERP and PLM mappings, Sourceability Datalynq centers enrichment and mapping built for manufacturer and supply feeds.
Pick PLM-native recommendation logic when revisions and change notices are the source of truth
If recommendations must compute from lifecycle-linked parts, revisions, and manufacturer change events inside an engineering change context, Arena PLM imports lifecycle data and maps parts to revisions and change notices for obsolescence decisions. If the workflow must execute obsolescence management plan steps with lifecycle tracking for last-time buy and substitution linkage, EMA Obsolescence Manager emphasizes action-oriented plan execution.
Who needs Obsolescence Software that maps lifecycle events into governed part and assembly decisions
Engineering and supply chain teams need these tools when lifecycle signals like change notices and supplier alerts must trigger a traceable workflow outcome rather than a manual spreadsheet triage. The practical fit depends on whether the team’s next step is task assignment, BOM impact triage, or PLM-connected recommendation computation.
Engineering and supply teams that must route obsolescence alerts into controlled mitigation work
Orbweaver fits when controlled review and assignment steps must turn lifecycle events into mitigation tasks with decision-ready outputs. Aligni fits when supplier notifications must become part-level action queues tied to internal part usage through component cross-reference mapping.
Procurement and engineering groups that run BOM-based triage
OpenBOM fits when BOM impact scoring must remain traceable to each part’s lifecycle record using structured mapping and updates. Z2Data fits when obsolescence projection depends on mapping supplier change events to configured assemblies with controlled change history.
Organizations with PLM and ERP data feeds where lifecycle status must enrich downstream planning
Arena PLM fits when obsolescence recommendations must compute from lifecycle-linked revisions and manufacturer change events using lifecycle data imports. Sourceability Datalynq fits when external manufacturer signals must become reviewable part status tied to existing ERP and PLM mappings for downstream planning workflows.
Teams that depend on alternates and substitution mapping to drive interchangeability decisions
EMA Obsolescence Manager fits when last-time buy and substitution workflow linkage must stay tied to lifecycle tracking. Venkel Electronics Component Manager fits when component mappings from original parts to mapped alternates require traceable history for interchangeability checks.
Teams that must feed obsolescence signals into downstream systems using automation
SiliconExpert fits when API access must support obsolescence feeds into PLM and procurement workflows using part cross-references and alternate choices. Z2Data fits when high-throughput custom integrations need careful evaluation since API breadth can be limiting for custom automation.
Common implementation mistakes in obsolescence workflows
Most failures come from identifier drift and cross-reference gaps that break automation from lifecycle events to internal parts and assemblies. Workflow configuration choices also matter because structured review steps and reporting formats require disciplined setup aligned to engineering cadence.
Choosing automation-heavy workflows without enforcing consistent part identifiers and cross-references
Orbweaver automation quality depends on consistent part identifiers and cross-references, so identifier inconsistency turns event routing into manual cleanup. PartsBox also ties accurate automation to consistent internal part identifiers, so weak part masters reduce the payoff of workflow-driven remediation.
Overestimating BOM impact accuracy when part master inputs lack complete alternate mapping
OpenBOM results depend heavily on part master accuracy and alternate mapping coverage, so incomplete alternates distort BOM-level triage outputs. Z2Data best results depend on maintaining consistent part master crosswalks, so crosswalk drift undermines event-to-assembly linkage.
Treating governance as a one-time configuration instead of an ongoing setup discipline
Orbweaver advanced governance requires careful configuration of review steps, so teams that skip process design risk misrouted mitigation tasks. PartsBox advanced governance also depends on disciplined role assignment, so weak RBAC-style ownership leads to missing review accountability.
Expecting deep external system automation without checking the product’s automation hooks
EMA Obsolescence Manager provides limited visibility into API and external system automation beyond its core workflow, so integration-heavy requirements can outgrow the tool. Venkel Electronics Component Manager setup and governance discipline are required to keep mappings accurate at scale, so teams that underinvest in governance see mapping errors accumulate.
Misaligning report formats and review cadence to the organization’s engineering workflow
Arena PLM reporting formats require configuration work to match engineering review cadence, so mismatched cadence creates review friction. OpenBOM also needs process design for standardizing inputs in complex organizations, so inconsistent inputs force additional manual normalization.
How We Selected and Ranked These Tools
We evaluated Orbweaver, PartsBox, OpenBOM, SiliconExpert, Z2Data, Sourceability Datalynq, Arena PLM, EMA Obsolescence Manager, Aligni, and Venkel Electronics Component Manager using feature depth as 40% of the score, ease of use and value each as 30%. We ranked Orbweaver highest because its configurable review and assignment workflows turn lifecycle events into mitigation tasks with decision-ready outputs and it routes part alerts into triage actions through event routing rules.
We weighted automation and governance surface higher where each tool explicitly maps notifications to action ownership through workflow steps and audit trail context, rather than relying on ad hoc manual review. We used the provided overall, features, ease, and value ratings to preserve the ordering signal while ensuring the standout differentiators match the workflow and integration behaviors described in each tool card.
Frequently Asked Questions About Obsolescence Software
How do Renovate, IBM Instana, and OneTrust differ from obsolescence software workflows?
Which tools convert manufacturer notices into engineering tasks with traceable ownership?
Which products rely on a structured bill of materials data model rather than unstructured part lists?
How do APIs and connectors change obsolescence automation for engineers and supply chain teams?
What security controls matter when multiple programs need shared component lifecycle data?
How is data migration handled when moving from spreadsheets or legacy systems into part lifecycle records?
When does cross-reference part mapping become a hard dependency for last-time buy and substitution readiness?
What breaks if a tool treats lifecycle events as notifications without a governed review and audit log?
Which tool is best suited for integrating obsolescence management with existing PLM and ERP lifecycle data feeds?
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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