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Arts Creative ExpressionTop 10 Best 3D Animator Software of 2026
Compare 3d animator software options for studios and freelancers, with where Maya fits, tradeoffs, and features to shortlist.
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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Maya is the best choice for character-animation pipelines that need custom rig tools and dependable studio handoff, thanks to rigging sets with dependency-aware scene evaluation that keep complex behavior from collapsing into baked motion, while Blender suits teams wanting an end-to-end animation workflow they can tailor via its Python add-on and automation hooks.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Maya
Rigging sets and dependency-aware scene evaluation let tools drive complex character behavior without collapsing into baked animation.
Best for: Fits when character-animation pipelines need custom rig tools, strong curve editing, and studio-style asset handoff.
Blender
Editor pickPython API and add-on system for building custom animation tools, exporters, and batch operators in Blender.
Best for: Fits when a small studio needs an end-to-end animation tool with automation hooks and format flexibility.
Cinema 4D
Editor pickThe native animation curve workflow with timeline-based editing and curve refinement for fast retiming and easing.
Best for: Fits when motion teams need fast keyframe animation and dependable scene interchange for production handoff.
Comparison Table
Maya
enterpriseIndustry-standard 3D animation software for film, television, and games.
Rigging sets and dependency-aware scene evaluation let tools drive complex character behavior without collapsing into baked animation.
Maya from Autodesk is a production-focused 3D animation suite built around character rigging, keyframe animation, and editorial-style timelines. It supports non-destructive animation layering with animation curves, plus pose and animation library workflows for repeatable motion.
Maya integrates tightly with the broader Autodesk pipeline through native scene interoperability and common interchange formats for moving assets into rendering and game tools. It also offers extensibility through Python scripting and a plug-in architecture used to customize rigs, tools, and export steps.
- +Node-based rigging and animation toolset for complex character setups
- +Animation layering and graph editor controls for precise curve edits
- +Python automation plus plug-in system for custom rig and export tools
- +Mature FBX interchange and scene workflows for studio handoffs
- –Steep learning curve for rigging systems and dependency management
- –Heavy scenes can slow viewport playback without careful scene discipline
- –UI customization and tool maintenance often require scripting ownership
- –Motion capture cleanup workflows depend on additional tool-building effort
Character animators in studios
Rig-driven keyframed performance animation
Faster shot-to-shot animation iteration
Rigging TDs and technical artists
Automated rig tools and exports
More repeatable rig build pipelines
Show 2 more scenarios
Animation supervisors and editors
Layered animation with editorial timelines
Fewer reshoots during revisions
Non-destructive animation layering enables pose refinement without breaking base performance keys.
Cross-discipline production teams
Scene interchange into render tools
Reduced handoff rework across tools
Native interoperability and interchange formats support moving animated assets into rendering and game stages.
Best for: Fits when character-animation pipelines need custom rig tools, strong curve editing, and studio-style asset handoff.
Blender
open-sourceFree and open-source 3D creation suite covering modeling, animation, and rendering.
Python API and add-on system for building custom animation tools, exporters, and batch operators in Blender.
Blender creates keyframe animation and final renders inside a single application, which reduces tool handoff for many projects. It includes a node-based material system, a dope sheet and timeline editor, and an extensive rigging toolkit for character animation workflows.
Blender also supports multiple interchange formats for moving assets and animation data between DCC tools. Its extensibility via Python scripts and add-ons lets studios automate repetitive tasks like batch import, naming, and render setup.
- +Python scripting automates batch rigging, import, and render configuration
- +Animation curves editing via graph editor supports precise timing tweaks
- +Node-based materials make shading changes consistent across assets
- +Integrated modeling to animation handoff reduces scene switching
- –Complex rigs can become hard to maintain without strict rig conventions
- –Viewport performance can drop with heavy hair, fluids, and high-poly scenes
- –Pipeline interchange can require extra cleanup per format and asset source
- –Some advanced animation workflows rely on add-ons or custom scripts
Motion designers and small studios
Build procedural motion graphics for sequences
Reusable motion systems delivered
Technical artists managing batch renders
Automate scene setup and render runs
Consistent renders with less effort
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Jewelry designers and product artists
Sculpt jewelry and render mockups
Rendered concepts and mesh assets
Create jewelry forms with sculpting tools and generate material and lighting renders for concepts.
VR content creators
Prepare meshes and assets for VR export
Editable meshes for VR handoff
Model or edit geometry, develop materials, and package assets for immersive workflows across tools.
Best for: Fits when a small studio needs an end-to-end animation tool with automation hooks and format flexibility.
Cinema 4D
enterprise3D modeling, animation, and rendering software popular in motion graphics workflows.
The native animation curve workflow with timeline-based editing and curve refinement for fast retiming and easing.
Cinema 4D is a keyframing-first DCC that pairs a friendly timeline and curve workflow with production-focused modeling and animation tools. Its animation stack centers on editable animation curves, a timeline editor, and rig-friendly character systems built for iterative posing and weight-driven deformation.
The renderer and material toolchain support PBR-style workflows and predictable look development across shots. Cinema 4D also integrates tightly with Adobe-style motion design and common interchange pipelines for asset handoff.
- +Animation curves and timeline editing feel immediate for keyframe-heavy work
- +Character rigging tooling supports iterative posing with practical controls
- +Stable viewport workflow for modeling, animation blocking, and shot assembly
- +Strong interchange for round-tripping scene assets into render pipelines
- –Advanced automation and custom rig tooling depend heavily on scripting and plugins
- –Some complex character and facial workflows require careful rig planning
- –Deep USD workflows and scene graph controls are not the primary strength
- –Large-scale render farm orchestration is less streamlined than in some peers
Character animators and riggers
Joint rig posing and deformation animation
Repose quickly, refine deformations
VFX artists and small teams
Assembling shots with consistent render settings
Shots ready for handoff
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Motion designers and broadcast artists
Kinetic typography with procedural variation
Controlled graphics across versions
Uses procedural object controls and animation tools to generate repeatable broadcast graphics and titles.
Lighting and look-development teams
Evaluating physically based materials and lighting
Consistent lighting for compositing
Sets up area and physical lighting, previews PBR materials, and renders passes for consistent look development.
Best for: Fits when motion teams need fast keyframe animation and dependable scene interchange for production handoff.
Toon Boom Harmony
enterpriseIndustry-standard 2D animation software used in television and film production.
Character rig authoring with editable deformation controls and keyable rig properties inside one timeline.
Harmony combines character rig construction, skinning weight painting, and animation controls inside one workspace, which reduces handoff steps for rig-driven shots. The timeline editor includes dope sheet style key management and supports animation curves for spline interpolation and non-linear adjustments. For interchange, Harmony can import and export common 3D assets through FBX and can read Alembic caches for shot assembly.
- +Node-based character rigging keeps deformation and controls editable per shot
- +Curve and keyframe editing supports precise animation timing and spacing
- +Alembic cache import helps assemble shots from simulation renders
- +FBX interchange supports reusing rigged and animated 3D assets
- –3D modeling and material authoring remain secondary to external DCC tools
- –Custom rig setups can add upfront configuration overhead
- –Renderer pass control is limited compared with dedicated 3D renderers
- –Heavy scenes can slow timeline playback on lower spec workstations
2D animation teams
Episode shots from character rigs
Fewer rig and timing fixes
Post-production supervisors
Assemble shots with Alembic caches
Faster shot assembly
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3D-to-2D integration artists
Reuse animated assets via FBX
Reduced export-import churn
FBX interchange supports bringing camera and animated elements into Harmony for composited delivery.
Character rigging specialists
Skinning weight refinement and fixes
More predictable character motion
Skinning weights and deformation behavior can be adjusted without rebuilding the whole rig.
Best for: Fits when studios need rig-driven animation authoring with controlled interchange into 3D shot assemblies.
Krita
open-sourceFree open-source digital painting application with a 2D animation timeline.
The animation timeline plus onion-skin layers for frame registration during paint-over and manual interpolation.
Krita fits 3D animators who need strong 2D drawing, paint, and frame-by-frame or keyframe-style animation support alongside 3D pipelines. Krita’s animation timeline, onion-skin workflow, and animation curves support production tasks like paint-over, lip-sync sketches, and rigged character stylization frames.
- +Timeline and onion-skin workflow support frame-by-frame animation checks
- +Layer blending tools fit paint-over rounds and animation polish
- +Animation curves support controlled motion edits per layer
- +Brush engine and tablet input make sketching and in-between frames efficient
- –No native polygon rigging pipeline or inverse kinematics for characters
- –3D viewport navigation and render passes are not a built-in workflow
- –Interchange with DCC rig assets depends on external exports and imports
- –Automation and scripting surface is limited for batch animation tasks
2D animators in 3D pipelines
Paint and time frames with onion-skin
Editable animation frames
Freelance illustrators
Export layered artwork for downstream editing
Transferable layered assets
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Comic and graphic novel creators
Build pages with layered canvases
Print-ready layered page art
Draw, revise, and shade comic pages with layers plus guides and reference overlays.
Portrait artists and image editors
Stylize photos using masks and brushes
Stylized reference portraits
Transform reference photos into sketch-like or painted looks using custom brushes and masking tools.
Best for: Fits when keyframes start as drawings, paint-over, or frame sketches feeding a 3D animation scene.
DragonBones
open-sourceOpen-source 2D skeletal animation software for game developers.
Skeletal rig data export targets runtime animation playback, separating animation authoring from 3D scene rendering.
DragonBones is a 2D skeletal animation tool built around bone-based rigs and a real-time runtime model. It supports importing and exporting common game-art formats so rigs can travel across an animation and rendering pipeline.
- +Bone-based character rig animation keeps motion editable and compact
- +Exporter-friendly asset formats support pipeline handoff for games and web
- +Timeline keyframing supports fast iteration across poses
- +Runtime-oriented rig data reduces reliance on heavy scene exports
- –Built around 2D skeletal workflows, so 3D shot animation is limited
- –Advanced mesh workflows like skinning weight tuning are not the focus
- –Material and PBR authoring depth is thinner than DCC tools
- –Cross-format interop can require manual cleanup when mismatches occur
2D animators and indie creators
Rig puppet characters using bones and skinning
Poseable, deformable character animation
Gameplay programmers
Trigger events from runtime animation states
Animation responds to logic
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Small animation and game teams
Standardize rigs, timelines, and exports
Repeatable asset workflow
Share rig structures and export conventions for repeatable character production across many assets.
2D character artists
Animate cut-out parts with bone timelines
Efficient motion from parts
Assemble separated artwork into bone-driven characters and keyframe timeline motion efficiently.
Best for: Fits when character teams need editable rig-based animation data for runtime playback in games or web.
Moho
specialist2D animation software with a rigging system used for character animation.
Bone rigging with character-centric animation controls for fast pose-to-keyframe workflows inside one timeline.
Moho is a 2D-focused 3D animation tool built around a character-centric rigging workflow. It provides a timeline editor and bone-based rig controls that animate characters with keyframe animation and reusable rig elements.
- +Bone-driven character rig workflow accelerates pose and animation iteration
- +Timeline editor and dope-sheet style keyframe editing are straightforward
- +Export-focused scene organization supports repeatable asset handoff
- +Stylized animation controls are practical for facial and body posing
- –Limited general-purpose 3D modeling depth compared with Blender or Maya
- –Smaller automation and extensibility surface than major DCC suites
- –Fewer interchange options for complex geometry cache and look-dev pipelines
- –Advanced render-pass workflows require external tools for parity
Independent character animators
Repeat rigged characters across scenes
More consistent character motion
Traditional 2D animators
Refine faces using hand-drawn frames
More expressive character performances
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Motion graphics designers
Animate vector characters and symbols
Editable vector animation assets
Scalable vector workflows keep animated assets editable through production revisions.
Compositors on video teams
Layer 2D characters for live-action comp
Compositing-ready character layers
Exportable animated elements integrate into mixed-media sequences with filmed footage.
Best for: Fits when character-first animation needs fast rig posing and keyframe editing without full DCC complexity.
Cheetah3D
specialist3D modeling and animation software designed exclusively for macOS.
A timeline and animation curve workflow designed for rapid iterative keyframe timing within one app.
Cheetah3D provides a full animation workflow with a timeline editor, an animation curve editor, and common rigging building blocks for pose and motion control. The app’s viewport navigation and modeling tooling are designed for interactive authoring rather than scripted scene assembly. Rendering comes from built-in render engines with configurable passes, which helps when generating deliverables for compositing. For teams that build shots in a desktop-first pipeline, Cheetah3D can cover modeling through final render without leaving the host app.
- +Mac-first UI supports fast keyframing and curve editing
- +Animation curve editor makes timing adjustments straightforward
- +Deformation and rigging tools cover common character posing needs
- +Built-in renderer configuration enables useful render pass outputs
- –Limited pipeline automation compared with Maya or Blender ecosystems
- –Cross-platform collaboration can be harder than in Windows-first suites
- –Advanced character retargeting workflows may require external tooling
- –Scene interchange support can be uneven for complex rigs
Freelance animators
Tight deadlines for short character shots
More revisions per day
Motion designers
Product animations with simple rigs
Predictable final renders
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Small studios
Desktop-only shot production
Fewer tool handoffs
One application covers modeling, rigging, animation, and render configuration.
Technical generalists
Light asset interchange with other DCCs
Less rework in transfers
Export-friendly scenes support handoff for specialized effects or downstream work.
Best for: Fits when macOS teams need quick desktop animation from keyframes to renders without heavy pipeline engineering.
Reallusion iClone
specialistReal-time 3D animation software for character animation and motion editing.
Actor-based facial performance editing with direct timeline control for expressions and blendshape-style animation workflows.
iClone’s core workflow centers on timeline-based keyframing for characters, with dedicated actor controls for facial performance and pose-based animation authoring. The toolset is designed around character usability, where you animate rigged actors directly instead of building a custom rigging pipeline end to end like typical generalist DCC workflows. Asset creation and scene composition rely on iClone-friendly character and content formats, which accelerates production when the project stays within that ecosystem.
- +Real-time character animation workflow reduces iteration time
- +Actor-centric facial and body controls support performance-driven work
- +Animation retargeting helps reuse motion across characters
- +Timeline editor supports keyframe and curve editing for shots
- –Deep custom rigging and skinning control are less central than in DCC tools
- –Material lookdev and render pass control can require external handoff
- –Scene complexity outside character animation needs additional pipeline steps
- –Pipeline flexibility depends on content and interchange choices
Motion capture editors
Clean and retarget mocap to characters
Faster usable takes for scenes
Marketing animation teams
Produce character spots and short sequences
Short cycle time to finals
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Previs and virtual production
Lock character beats for shot planning
Earlier approval of character acting
Iterate poses and facial performance while planning camera and action on the timeline.
Indie character animators
Animate expressive facial performance quickly
More shots completed per session
Use actor controls to key expressions and refine performance without building complex rigs.
Best for: Fits when character animation teams need fast mocap-to-shot iteration without building rigs from scratch.
Procreate Dreams
specialist2D animation app built for iPad with frame-by-frame and keyframe tools.
Timeline-first 3D animation workflow that pairs Procreate-style asset creation with in-app shot editing on iPad.
Procreate Dreams turns sketching and painting workflows into timeline-based 3D animation on iPad with tight integration to Procreate asset creation. It supports keyframe animation, timeline editing, and 3D scene assembly so shots can be animated without leaving the tablet workflow.
- +Touch-first timeline editor for keyframe animation and shot iteration
- +Viewport-to-asset workflow keeps character and look work in one place
- +Fast feedback loop for blocking motion and polishing timing
- +Good fit for tablet-first previews and client-ready animatics
- –Limited pipeline depth for complex rigging and advanced deformation workflows
- –Interchange coverage for exchange-heavy production pipelines is thinner
- –Less control than DCC tools for multi-pass render management
- –Scene organization features lag behind large production asset pipelines
Independent dialogue animators
Time hand-drawn actions to audio cues
Shots match spoken timing
Frame-by-frame animators
Refine poses using onion-skin references
Smoother motion timing
Show 2 more scenarios
Freelance animation teams
Export motion for review and finishing
Deliverables ready for handoff
Package completed animation as video or image sequences for downstream edits and finishing workflows.
Illustrators doing short scenes
Create timed character motion on iPad
Completed 2D animated timing
Draw and revise character scenes directly on a timeline to iterate poses quickly.
Best for: Fits when small teams need tablet-based keyframe animation and quick client iterations without a full rigging or render pipeline.
Conclusion
After evaluating 10 3d animator software, Maya 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 3d Animator Software
This buyer’s guide compares Toon Boom Harmony, Cheetah3D, Reallusion iClone, Maya, Blender, Cinema 4D, DragonBones, Moho, Procreate Dreams, and Krita for production-ready 3d animator software workflows. Each tool review focuses on where animation iteration happens, whether it is rig-driven authoring in a single timeline or keyframe timing with curves.
The strongest tradeoffs show up in integration depth, automation surface through Python or scripting, and how each tool models dependencies for character rigs and animation graphs. Blender and Maya anchor DCC-style extensibility, while Toon Boom Harmony emphasizes editable rig properties inside a timeline.
3D Animator Software for character animation, rigging control, and animation curve editing
3D animator software is the environment where keyframe animation, curve refinement, and character rig behavior get authored and edited with shot-level timing control. The practical differences come from how each package handles rig authoring versus curve editing, and how much rig dependency evaluation stays interactive instead of baking.
Toon Boom Harmony concentrates rig-driven character animation using editable deformation controls and keyable rig properties inside one timeline. Maya prioritizes dependency-aware scene evaluation with node-based rigging and animation graph controls, while Blender adds Python scripting and an add-on system that supports custom animation tools and automation.
Choose the tool that matches how rigs and animation timing must be edited
Start by matching whether rig controls must be authored and animated inside one timeline, or whether rig behavior must be driven by a node-based dependency graph. Then choose the automation approach that fits the team workflow, because extensibility differences change how rigs evolve across shots and projects.
Decide whether rig deformation edits must stay keyable and editable per shot
If character deformation controls must be edited and keyed inside the same timeline where animation timing is refined, Toon Boom Harmony matches that authoring model. If rig behavior must be governed by a dependency graph that evaluates complex setups, Maya fits studio rig pipelines.
Pick the animation timing workflow that matches retiming frequency
If keyframe timing changes happen constantly during daily iteration, Cheetah3D’s animation curve editor and timeline workflow prioritize rapid retiming. If easing and curve refinement are the main timing work, Cinema 4D’s native timeline curve refinement stays direct.
Select automation depth based on scripting expectations
If custom animation tools and batch operations must be built in-house with Python, Blender provides a direct scripting surface. If automation and custom rig tooling are expected to come from scripting and plugins rather than core graph systems, Cinema 4D requires more plugin planning.
Choose based on whether the team works from performances or from rig construction
If the pipeline starts with actor performance for facial and body acting, Reallusion iClone keeps expression and blendshape-style animation tightly controlled on the timeline. If the work starts from building or authoring rig controls for complex character behavior, Maya and Toon Boom Harmony fit rig-driven authoring.
Match export targets to runtime playback versus 3D scene rendering
If the deliverable is runtime playback data for games or web, DragonBones exports skeletal rig data geared toward runtime animation. If the goal is 3D shot assembly with broader DCC scene responsibilities, Blender, Maya, and Toon Boom Harmony provide more complete scene authoring coverage.
Confirm whether the pipeline needs general 3D modeling depth
If production requires deeper character modeling and material authoring inside the same environment, Blender and Maya cover those areas more fully than animation-focused tools. If modeling depth can be handled elsewhere and the focus is timeline-driven keyframing and animation polish, Cheetah3D, Cinema 4D, and Toon Boom Harmony stay viable.
Who each tool fits for 3d Animator Software workflows
3D animator software selection should follow team output shape, not only feature lists. Rig authoring depth, animation curve iteration speed, and extensibility determine how many edits survive the handoff to scene assembly and render.
Studios that animate rig controls shot-by-shot and must keep deformation editable
Toon Boom Harmony fits teams that key rig properties and deformation controls inside one timeline while preserving editable behavior across shots. It targets rig-driven animation authoring where control changes stay interactive.
Character animation pipelines that build custom rigs and need dependency-aware evaluation
Maya fits teams that rely on node-based rigging and require dependency-aware scene evaluation for complex character behavior. Rig tools and animation graphs stay editable under the same scene evaluation model.
Mac-first animation teams focused on rapid keyframe timing iterations
Cheetah3D fits macOS workflows where speed of keyframing and curve-based retiming matter most. Its timeline and animation curve editor support quick iterative timing without heavy pipeline engineering.
Small studios that want Python-driven automation and custom animation tooling inside one DCC
Blender fits teams that need automation hooks for batch rigging, import, and render configuration via Python and add-ons. It is designed to extend animation workflows with scripts and exporters.
Teams that need actor-driven facial and performance iteration without building rigs from scratch
Reallusion iClone fits animation teams that want actor-centric facial and body controls for performance-driven work. It supports fast mocap-to-shot iteration through timeline expression control.
Common failure modes when adopting 3d Animator Software
Most pipeline issues come from picking a tool that matches animation taste but not rig dependency behavior. Other failures come from assuming a timeline workflow provides the same automation surface and scene coverage as a DCC suite.
Assuming an animation-focused timeline tool provides the same 3D scene modeling and material depth as a full DCC
Toon Boom Harmony prioritizes rig-driven character animation, but 3D modeling and material authoring remain secondary to external DCC tools. Keep lookdev and material work planned outside when the primary need is timeline-based rig control.
Treating advanced rigging as purely keyframing when dependency evaluation is the real constraint
Maya’s rigging sets and dependency-aware scene evaluation are designed to support complex rigs without collapsing behavior into baked animation. Maya timelines still need disciplined scene evaluation and rig dependency understanding to avoid slow playback.
Picking a curve-first workflow without validating cross-platform collaboration and pipeline automation expectations
Cheetah3D emphasizes curve editing and fast iterative timing, but pipeline automation is limited compared with Maya or Blender ecosystems. Cross-platform collaboration can be harder when the team relies on automation and shared pipeline assets.
Overestimating what runtime-oriented exports can do for full 3D shot animation
DragonBones is built around skeletal rig data export for runtime playback and keeps 3D shot animation limited. Teams that need mesh skinning control and full 3D shot assembly should route those tasks through a 3D scene DCC.
Planning automation around a scripting surface that does not match the team’s extensibility expectations
Cinema 4D’s advanced automation and custom rig tooling depend heavily on scripting and plugins rather than core systems alone. Blender’s Python API and add-on system support broader automation for exporters and batch operators.
How We Selected and Ranked These Tools
We evaluated each tool on feature completeness for rig-driven or curve-driven animation workflows, and on the ease of doing day-to-day keyframe timing or rig control edits. Ease and value each counted for about a third of the overall score, with features counting for about two fifths.
We ranked Toon Boom Harmony highest because its character rig authoring keeps deformation and keyable rig properties editable inside one timeline, and its curve and keyframe editing supports precise timing spacing without forcing a bake-first workflow. We used the provided strengths and limitations for each tool, including Maya dependency-aware scene evaluation, Blender Python automation hooks, and Cheetah3D animation curve iteration, to translate workflow fit into the final ordering.
Frequently Asked Questions About 3d Animator Software
Which software in the top list supports character rig authoring and editable rig properties inside a timeline?
How does Maya’s animation layering differ from Blender’s dope sheet and timeline workflow for keyframe animation?
What breaks first when replacing Maya with Blender for a pipeline that relies on rig-driven scene evaluation and custom rig tooling?
How do Reallusion iClone and Harmony handle motion capture cleanup before characters reach final animation?
Which tool is built for fast iteration on keyframe timing on macOS without a heavy cross-platform DCC stack?
Where does Cinema 4D fit if the production needs predictable curve refinement and retiming during shot iteration?
How does asset interchange for animation and caches differ between Blender, Maya, and Toon Boom Harmony?
Which integration path suits teams that need extensibility via automation hooks for animation tasks like batch import and render setup?
What tradeoff appears when using Procreate Dreams on iPad instead of a full DCC like Blender or Maya for final rendering and pipeline handoff?
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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