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Science ResearchTop 10 Best Electromagnetic Modeling Software of 2026
Ranked shortlist of electromagnetic modeling software tools for RF, antennas, and EMC work, including COMSOL Multiphysics, JMAG, and Keysight EMPro.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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JMAG is the best pick if you need electromagnetic simulation that keeps feeding multiphysics and repeated parametric motor, actuator, or transformer design loops, whereas COMSOL Multiphysics fits when RF work benefits from one coupled parameterized model that also covers effects like heating or stress.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
JMAG
Tightly integrated multiphysics workflows that carry electromagnetic results into coupled thermal and circuit contexts.
Best for: Fits when EM simulation must feed multiphysics and repeated parametric design loops across product lines.
COMSOL Multiphysics
Editor pickA shared multiphysics model tree lets EM field results feed other physics without rebuilding an external coupling workflow.
Best for: Fits when RF work needs coupled effects like heating, stress, or exposure modeling under one parameterized model.
Keysight EMPro
Editor pickA design-to-measurement correlation workflow that ties electromagnetic results to RF test observables for antenna iterations.
Best for: Fits when antenna teams need measurement-correlated RF modeling and repeatable geometry sweeps.
Comparison Table
JMAG
vertical specialistElectromagnetic field simulation software focused on motors, actuators, transformers, and power devices.
Tightly integrated multiphysics workflows that carry electromagnetic results into coupled thermal and circuit contexts.
JMAG targets engineers who need field solver outputs that feed engineering decisions across product domains, including RF front ends, structural electromagnetic effects, and electromechanical components. The toolset includes full-wave style EM solving for detailed field behavior plus system-level coupling so that S-parameter style results can be coordinated with physical constraints. It also supports meshing controls that help stabilize results during geometry changes and provide predictable convergence behavior for iterative studies.
A tradeoff for JMAG is that advanced EM workflows often require more upfront setup around boundaries, ports, and material definitions than purely schematic-driven RF tools. It fits teams that repeatedly run similar EM models, such as antenna matching studies or enclosure interaction checks, where parameter sweeps and controlled boundary conditions outweigh one-off setup speed.
- +Strong multiphysics coupling connects EM fields to thermal and circuit effects
- +Repeatable parameter sweeps support structured design iteration without manual reruns
- +Detailed EM meshing controls improve convergence stability across geometry variants
- +Workflow supports both RF-style port definitions and larger electromechanical geometries
- –Boundary and port setup can be time-consuming for first-time EM users
- –Complex projects need more model governance to keep configurations consistent
RF and packaging engineers
Antenna enclosure interaction and matching
Fewer matching iteration cycles
Electromechanical design teams
Motor and converter electromagnetic-thermal coupling
Lower thermal risk at design review
Show 1 more scenario
Compliance and EMC engineers
Shielding and coupling field investigations
More defensible mitigation decisions
Field results support geometry edits and repeat sweeps for coupling and penetration behavior.
Best for: Fits when EM simulation must feed multiphysics and repeated parametric design loops across product lines.
COMSOL Multiphysics
enterpriseMultiphysics simulation platform with dedicated AC/DC, RF, and wave optics modules for electromagnetic modeling.
A shared multiphysics model tree lets EM field results feed other physics without rebuilding an external coupling workflow.
COMSOL Multiphysics uses a unified model tree for geometry, materials, physics interfaces, and studies, which makes coupled setups repeatable across projects. The software supports parametric sweeps and optimization loops driven by the same model parameters used in EM boundary conditions and meshing controls. For antennas and RF components, the workflow commonly centers on port definitions and field outputs that can be exported for further analysis workflows. COMSOL’s multiphysics coupling is a practical fit when RF behavior depends on conductor loss, temperature rise, or mechanical deformation.
A tradeoff appears in runtime and setup time for complex 3D EM meshes when high accuracy is required across wide frequency ranges. COMSOL is a stronger choice when the modeling plan includes more than EM alone, like SAR-related tissue interaction that benefits from material definitions and coupled physics decisions. A common usage situation is a lab or engineering group needing one parametric model that can shift from tuning electromagnetic performance to checking downstream effects like heating or stress.
- +Multiphyics coupling connects EM results to thermal and structural effects in one model
- +Parametric sweeps reuse the same geometry, ports, and meshing settings across runs
- +Port-based RF workflows produce field and network outputs from consistent study definitions
- +Automation via scripting and model parameters supports repeatable batch studies
- –High-accuracy 3D EM cases can require significant meshing and solver tuning time
- –Complex study setups may demand extra discipline to keep physics interfaces consistent
RF engineers
Antenna tuning with coupled losses
More repeatable antenna iterations
Biomedical simulation teams
SAR-related EM tissue modeling
Consistent tissue-field calculations
Show 2 more scenarios
Mechanics and RF teams
Electromagnetics under deformation
Tighter RF versus tolerance assessment
Link geometry updates to EM solves to quantify RF shifts caused by structural changes.
Systems integration engineers
EM-driven co-simulation workflows
Fewer format translation steps
Use consistent simulation outputs to connect EM behavior to downstream system models without manual remeshing.
Best for: Fits when RF work needs coupled effects like heating, stress, or exposure modeling under one parameterized model.
Keysight EMPro
enterprise3D electromagnetic simulation software for RF components, antennas, packages, and signal integrity problems.
A design-to-measurement correlation workflow that ties electromagnetic results to RF test observables for antenna iterations.
Keysight EMPro is a full-wave electromagnetic modeling environment that focuses on practical antenna and RF structure iterations. Common outputs include S-parameters for RF validation and near-field style visualizations to diagnose coupling and radiation behavior during design changes. The toolchain emphasizes importing measurement and referencing external test data so simulation can track what a network analyzer and antenna measurements see.
A tradeoff appears in its narrower specialization compared with general multiphysics suites that combine field solving with unrelated physics stacks. EMPro fits best when antenna engineers need fast design loops tied to measurement formats and when the primary deliverable is correlation on RF ports and radiation observables rather than deep multiphysics modeling.
- +Measurement-correlation workflow accelerates antenna design iteration cycles
- +RF-focused outputs like S-parameters support direct verification against test data
- +Parametric geometry changes enable structured sweeps for tuning
- –Less suited for broad multiphysics studies beyond RF and antenna behavior
- –Complex models can demand careful meshing and boundary setup discipline
- –Automation depth is weaker than engineering stacks built around scripting-first pipelines
Antenna engineers
Correlate prototype changes to measurements
Faster validation cycles
RF test engineers
Use S-parameters for verification
Reduced rework
Show 1 more scenario
Applications engineers
Triage coupling and radiation issues
Clearer root-cause
Use field visualizations to locate strong coupling paths and predict radiation effects after edits.
Best for: Fits when antenna teams need measurement-correlated RF modeling and repeatable geometry sweeps.
Cadence Clarity 3D Solver
enterprise3D electromagnetic field solver for IC packages, PCBs, connectors, and system interconnect analysis.
Cadence-native workflow integration that moves EM-driven results directly into system simulation iterations.
Cadence Clarity 3D Solver targets full-wave 3D electromagnetic workflows for RF and antenna design inside Cadence environments. It supports frequency-domain solving with parametric sweeps to generate S-parameters for comparisons against measured Touchstone data.
- +Frequency-domain sweeps that streamline repeated S-parameter generation
- +Tight alignment with Cadence RF and system simulation workflows
- +Batch execution supports large design-iteration runs
- +Project-based setup keeps model changes traceable across variants
- –Model preparation can be time-consuming for complex 3D assemblies
- –Geometry import edge cases may require cleanup before meshing
Best for: Fits when RF teams need repeatable 3D EM runs that feed S-parameter-based verification loops.
QuickField
SMBFinite element analysis software for electromagnetic, thermal, electrostatic, and coupled field problems.
Scenario-driven project organization that keeps S-parameter outputs and field results tied to each configuration.
QuickField performs electromagnetic field simulation through a browser-based workflow that pairs geometry setup with solver runs in one project view. The tool targets antenna and RF workflows that need rapid iteration on ports, materials, and boundary conditions while keeping results organized by scenario.
- +Project-based workflow keeps geometry, runs, and results in a single review context
- +Fast setup for common RF boundary conditions and port definitions
- +Scenario management supports repeatable sweeps across design variants
- +Web collaboration reduces friction for sharing model results with stakeholders
- –Less depth for advanced full-wave meshing controls than specialized desktop solvers
- –Limited automation surface for custom parameter pipelines compared with API-first platforms
Best for: Fits when RF teams need browser-based EM runs with repeatable scenarios and quick result review.
OpenFOAM with electromagnetics extensions
API-firstOpen-source simulation platform used with available electromagnetic solvers and coupled multiphysics workflows.
Code-driven extension of electromagnetic solvers and boundary conditions inside the OpenFOAM case lifecycle.
OpenFOAM with electromagnetics extensions targets RF and antenna modeling through an open solver workflow that can be paired with electromagnetic solvers and meshing controls in a single simulation stack. The core capabilities include field solving driven by OpenFOAM case configuration, geometry and mesh generation compatible with CFD-style preprocessing, and execution on HPC hardware using standard job launch patterns.
- +Extensible solver and boundary-condition customization for electromagnetic workflows
- +OpenFOAM case configuration enables reproducible runs across compute environments
- +HPC-oriented execution model supports large parameter sweeps
- +Works with OpenFOAM meshing and refinement controls for geometry-driven studies
- –Electromagnetics capabilities depend on specific extensions and compatible solver forks
- –Less turnkey than dedicated RF tools for wave ports and network S-parameter workflows
- –Setup work is higher due to case configuration and electromagnetic boundary specification
- –Advanced EM-specific automation like antenna placement workflows is limited
Best for: Fits when teams need open, code-extensible electromagnetic simulation integrated with OpenFOAM meshing and HPC runs.
openEMS
researchOpen-source electromagnetic field solver for EC-FDTD simulation of antennas, microwave circuits, and scattering problems.
MATLAB-style automation around geometry generation and solver execution enables batch sweeps with consistent setups.
openEMS targets antenna and RF electromagnetic modeling with a workflow centered on scripted model creation and solver runs.
- +Scriptable geometry and run control support repeatable parametric studies
- +Time-domain and frequency-domain workflows cover steady and transient analyses
- +Near-field to far-field post-processing targets antenna pattern validation
- +Open port definitions support network extraction workflows for RF testing
- –Large 3D problems require careful meshing and runtime planning
- –Advanced setup needs strong discipline to avoid boundary and port mistakes
- –GUI tooling is thinner than commercial solvers for interactive tweaking
- –Co-simulation and workflow automation depend on external glue and conventions
Best for: Fits when teams need script-driven EM runs that produce repeatable S-parameter and pattern outputs.
FEMM
researchFinite element method software for low-frequency electromagnetics and electrostatics in 2D geometries.
Built-in scripting that drives geometry, materials, and batch runs for repeatable FEM studies without external orchestration.
FEMM is a 2D electromagnetic field solver aimed at finite element method workflows for planar geometries and cross-sections. It focuses on magnetics and electrostatics with a mesh-driven setup for materials, boundary conditions, and field quantity extraction.
- +2D finite element workflow for magnetics and electrostatics
- +Tight mesh and geometry workflow for cross-section studies
- +Scriptable runs for parameter sweeps and repeatability
- +Direct postprocessing for fields, forces, and derived quantities
- –2D-only modeling limits antenna and RF 3D structure coverage
- –Requires careful boundary condition selection for open-area accuracy
- –Limited interoperability with full 3D solver toolchains
- –Workflow automation depends on FEMM scripting rather than a hosted API
Best for: Fits when RF front-end decisions depend on 2D cross-section fields and repeatable parameter sweeps.
XFdtd
enterpriseFull-wave electromagnetic simulation software focused on FDTD analysis for antennas, RF, and bioelectromagnetics.
Integrated time-trace monitoring that accelerates iteration from excitation to derived frequency response and field snapshots.
XFdtd performs electromagnetic field simulation using the finite-difference time-domain method for antennas, waveguides, and time-domain transient behavior. It focuses on running EM problems from geometry through excitation and measurement points to time signals and derived frequency-domain outputs.
- +Time-domain transient results without separate frequency-domain meshing workflows
- +Field monitors produce spatial E and H snapshots for debugging antenna behavior
- +Material and geometry layering supports common radome and substrate setups
- +Post-processing can derive frequency response outputs from time traces
- –Large 3D domains demand careful setup of region size and boundary treatments
- –Automation and integration features are narrower than that of top-tier commercial solvers
- –Complex multiphysics coupling workflows require external coordination
- –Very high-frequency antenna arrays can hit runtime limits without optimization
Best for: Fits when teams need FDTD-based antenna and transient EM results with practical field probing.
EMCoS Studio
vertical specialistElectromagnetic and electromechanical simulation software for EMC, cable harness, and vehicle-level analysis.
Project-driven sweep runs that keep geometry and ports tied to each parameter variant.
EMCoS Studio from emcos.com targets electromagnetic modeling workflows in which geometry construction, material definition, and solver execution stay inside one project. The software is built around field-solution setup for RF and antenna studies, with focus on repeatable parameter sweeps for resonance and matching tasks.
- +Single project workflow for geometry, materials, and solver runs
- +Repeatable parameter sweeps for tuning resonance and matching
- +Result exports support lab-style evaluation workflows
- +Good fit for teams that want fewer handoffs than multi-tool stacks
- –Limited documentation depth for advanced solver configuration compared with top competitors
- –3D boundary condition and port setup can take iterative manual refinement
- –Fewer integration paths for automated optimization than ecosystems with richer scripting
- –Heterogeneous co-simulation workflows require more external coordination
Best for: Fits when RF antenna teams want an all-in-one EM workflow with controlled sweep-based iteration.
Conclusion
After evaluating 10 electromagnetic modeling software, JMAG 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 Electromagnetic Modeling Software
Electromagnetic modeling software is used to predict antenna and RF behavior from geometry through field outputs like radiation patterns and S-parameters, then reuse those results inside design loops. This buyer’s guide covers JMAG, COMSOL Multiphysics, Keysight EMPro, Cadence Clarity 3D Solver, QuickField, OpenFOAM with electromagnetics extensions, openEMS, FEMM, XFdtd, and EMCoS Studio.
The lineup spans full-wave and time-domain workflows and also script-driven automation approaches that generate repeatable sweeps with consistent setups. JMAG and COMSOL Multiphysics are emphasized for multiphysics model trees that carry electromagnetic results into thermal and circuit contexts, while Keysight EMPro is included for measurement-correlation workflows that tie EM outputs to RF test observables.
Electromagnetic Modeling Software for RF and antenna simulation workflows
Electromagnetic modeling software calculates electromagnetic fields and derived RF results by running electromagnetic solvers on defined geometry, excitations, and boundary conditions. Teams use these outputs to iterate antenna structures, validate matching, and debug field behavior with consistent ports and meshing settings.
Within the tools covered here, JMAG focuses on tightly integrated multiphysics workflows that connect electromagnetic fields to coupled thermal and circuit effects during repeated parametric design iterations. COMSOL Multiphysics uses a shared multiphysics model tree so electromagnetic field results feed other physics without rebuilding an external coupling workflow, while Keysight EMPro emphasizes a correlation workflow that maps electromagnetic results to RF measurement outputs like S-parameters.
Electromagnetic modeling capabilities that decide real project outcomes
Electromagnetic modeling software only saves time when geometry, ports, meshing, and sweeps can be kept consistent across many iterations. These capabilities determine whether teams spend cycles running solvers or fixing setup drift.
For RF and antenna work, the critical requirement is a workflow that produces repeatable S-parameter outputs and field results that match the test context. The same workflow also needs a clear path to feed other physics when coupling is part of the product problem.
Multiphysics model-tree coupling without rebuilding workflows
JMAG carries electromagnetic results into coupled thermal and circuit contexts through a tightly integrated multiphysics workflow. COMSOL Multiphysics uses a shared multiphysics model tree so EM field results feed other physics without rebuilding an external coupling workflow.
Measurement-correlation workflow for antenna iterations
Keysight EMPro supports a design-to-measurement correlation workflow that ties electromagnetic results to RF test observables. It also targets RF outputs like S-parameters for direct verification against test data.
Parametric sweep reuse of geometry, ports, and meshing settings
COMSOL Multiphysics reuses geometry, ports, and meshing settings across parametric sweeps to reduce setup repetition. JMAG also supports repeatable parameter sweeps designed for structured design iteration without manual reruns.
Frequency-domain sweep workflows aligned to RF verification loops
Cadence Clarity 3D Solver provides frequency-domain sweeps that support repeated S-parameter generation in Cadence RF and system simulation workflows. It is designed for RF teams that run EM as a verification step inside broader system iteration.
Scenario-driven EM project organization for fast browser-style review cycles
QuickField ties each configuration to its geometry, runs, and results inside a project-based workflow. It also keeps common RF boundary conditions and port definitions quick to set up for repeatable scenario runs.
Code-driven electromagnetics inside a reproducible HPC case lifecycle
OpenFOAM with electromagnetics extensions is built around code-driven electromagnetic solver and boundary-condition customization inside OpenFOAM case configuration. It enables reproducible runs across compute environments for teams that run HPC workloads.
Scriptable automation for batch parametric studies and multi-run output
openEMS uses MATLAB-style automation to generate geometry and execute solver runs for repeatable batch sweeps. XFdtd focuses on time-trace monitoring so field snapshots help iterate from excitation to derived frequency response in one workflow.
How to choose Electromagnetic Modeling Software for RF, antennas, and coupled physics
Start by mapping the workflow shape to the tool’s native iteration model. Some platforms treat EM setup and coupled physics as one model, while others optimize for RF measurement correlation or scenario review.
Then match the governance and repeatability burden to the team’s model ownership style. Setup effort matters more than raw solver coverage when boundary and port definitions must stay consistent across large sweep batches.
Pick the coupling architecture based on whether EM must drive other physics
If electromagnetic fields must feed thermal and circuit effects during the same design iteration, JMAG and COMSOL Multiphysics are built for multiphysics model trees. If EM is mostly an RF verification step, Cadence Clarity 3D Solver or Keysight EMPro can reduce coupling overhead.
Choose the RF validation style: measurement correlation versus simulation-only sweep
If the design loop must connect simulation outputs directly to measured RF observables, Keysight EMPro supports a measurement-correlation workflow that accelerates antenna iteration. If the loop emphasizes repeatable generation of S-parameters inside RF system simulations, Cadence Clarity 3D Solver aligns with that verification pattern.
Select the iteration control method: shared model reuse versus scenario organization
If geometry, ports, and meshing settings must be reused across sweep runs to prevent drift, COMSOL Multiphysics is built around parametric sweep reuse. If teams need each configuration packaged as a distinct scenario context for quick review, QuickField keeps runs and results tied to each configuration.
Decide whether the team needs desktop turnkey setup or code-driven extensibility
For teams that need frequent manual boundary and port setup but want guided electromagnetic workflows, QuickField and Cadence Clarity 3D Solver focus on fast RF-ready runs with structured sweep generation. For teams that want code-driven solver and boundary-condition customization integrated into OpenFOAM case workflows, OpenFOAM with electromagnetics extensions fits HPC and reproducible compute environments.
Validate setup complexity tolerance for first-time port and boundary ownership
If first-time users must stand up boundary and port definitions efficiently, QuickField reduces initial setup friction but may limit advanced full-wave meshing controls. If complex projects require disciplined model governance to keep configurations consistent, JMAG warns that boundary and port setup can be time-consuming for new EM users.
Match batch study automation style to the output debugging needs
If repeatable S-parameter and pattern outputs must be produced by scripted batch runs, openEMS offers scriptable geometry and run control designed for parametric studies. If debugging benefits from time-domain field monitoring that converts excitation into derived frequency response, XFdtd uses time-trace monitoring and field monitors for spatial E and H snapshots.
Who should buy each type of electromagnetic modeling tool
Electromagnetic modeling software becomes cost-effective when it matches the organization’s iteration loop. Teams either need multiphysics model trees, measurement-correlated antenna workflows, or script-driven automation that fits their compute pipeline.
The fit also depends on who owns ports and boundary conditions across many runs. Some workflows reduce ownership friction with scenario packaging, while others require stronger governance to keep configurations consistent.
Antenna teams building measurement-correlated RF iteration loops
Keysight EMPro targets design-to-measurement correlation and outputs RF observables like S-parameters for direct verification against test data during antenna iterations.
Product teams needing coupled EM-to-thermal and EM-to-circuit effects within one parameterized model
JMAG emphasizes multiphysics coupling that connects EM fields to thermal and circuit effects during repeated parametric design loops across product lines. COMSOL Multiphysics provides a shared model tree so electromagnetic field results feed other physics without external coupling workflow rebuilding.
RF verification teams that need EM runs feeding system simulation workflows
Cadence Clarity 3D Solver is designed for frequency-domain sweeps that streamline repeated S-parameter generation aligned to Cadence RF and system simulation workflows.
RF teams that want browser-friendly scenario organization and quick result review
QuickField keeps geometry, runs, and results in a single project review context through scenario-driven organization that ties S-parameter outputs and field results to each configuration.
HPC and research teams prioritizing open, code-driven solver customization
OpenFOAM with electromagnetics extensions supports extensible solver and boundary-condition customization inside OpenFOAM case configuration so electromagnetic workflows run reproducibly across compute environments.
Common pitfalls that waste time in electromagnetic modeling projects
EM modeling projects often fail on repeatability, not on solver capability. Port and boundary setup drift can cause teams to debug geometry and meshing instead of tuning the product.
Another common failure mode is buying a workflow optimized for RF verification but then forcing it into broader multiphysics modeling without the right coupling structure.
Treating boundary and port definitions as one-time setup in large parametric runs
JMAG flags that boundary and port setup can be time-consuming for first-time EM users, so teams should plan for governance and reusable configuration patterns before launching large sweep batches.
Using a broad multiphysics model tree workflow when the primary need is RF measurement correlation
If the workflow target is correlation to RF test observables, Keysight EMPro’s measurement-correlation workflow maps electromagnetic results to RF measurement context better than general multiphysics-centric iterations.
Selecting scenario-based convenience when advanced full-wave meshing controls are required
QuickField is strong for scenario-driven project organization but offers less depth for advanced full-wave meshing controls than specialized desktop solvers.
Assuming open-code extensibility automatically provides turnkey wave-port and network S-parameter workflows
OpenFOAM with electromagnetics extensions depends on specific extensions and compatible solver forks, and it is less turnkey than dedicated RF tools for wave ports and network S-parameter workflows.
Choosing automation scripts without validating meshing and boundary discipline for large 3D problems
openEMS and XFdtd both require careful meshing and runtime planning for large 3D problems, so teams should allocate time for boundary and port mistake prevention before scaling batch sweeps.
How We Selected and Ranked These Tools
We evaluated each electromagnetic modeling tool using features that directly impact iteration throughput, including multiphysics model-tree coupling, measurement-correlation workflows, and repeatable parameter sweep behavior. Features made up 40% of the ranking weight, with ease and value each contributing 30% based on how quickly teams can reach consistent RF outputs across multiple runs. JMAG earned the top position by combining tightly integrated multiphysics workflows with repeatable parameter sweeps that carry electromagnetic results into coupled thermal and circuit contexts without external orchestration.
Frequently Asked Questions About Electromagnetic Modeling Software
How do Ansys HFSS, CST, and COMSOL handle parametric sweeps for antenna S-parameters?
Which tool workflow is better when electromagnetic results must feed thermal or structural effects in the same model?
How can teams connect EM modeling runs into system simulations using APIs or automation hooks?
When does a time-domain workflow like XFdtd outperform a frequency-domain sweep workflow?
What breaks if port definitions and boundary conditions are inconsistent between EM export and RF test fixtures?
Where does mesh convergence effort tend to concentrate in open-source or code-extensible workflows like openEMS and OpenFOAM electromagnetics extensions?
Which tool best supports antenna design correlation against measured results for repeatable iteration?
How do teams maintain RBAC-style admin control and auditability for shared EM projects?
Which option is best when a workflow needs MATLAB-style automation for antenna sweeps and repeatable geometry generation?
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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