Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This release is packed full of features and includes a general refactoring of how HoloViews renders widgets now built on top of the Panel library. Many thanks to the many contributors to this release either directly by submitting PRs or by reporting issues and making suggestions. Specifically we would like to thank @poplarShift, @jonmease, @flothesof, @julioasotodv, @ltalirz, @DancingQuanta, @ahuang, @kcpevey, @Jacob-Barkhak, @nluetts, @harmbuisman, @ceball, @mgsnuno, @srp3003, @jsignell as well as the maintainers @jbednar, @jlstevens and @philippjfr for contributing to this release. This version includes the addition of a large number of features, enhancements and bug fixes: Major features: Add <code>link_selection</code> to make custom linked brushing simple (#3951) <code>link_selection</code> builds on new support for much more powerful data-transform pipelines: new <code>Dataset.transform</code> method (#237, #3932), <code>dim</code> expressions in <code>Dataset.select</code> (#3920), arbitrary method calls on <code>dim</code> expressions (#4080), and <code>Dataset.pipeline</code> and <code>Dataset.dataset</code> properties to track provenance of data Add Annotators to allow easily drawing, editing, and annotating visual elements (#1185) Completely replaced custom Javascript widgets with Panel-based widgets allowing for customizable layout (#84, #805) Add <code>HSpan</code>, <code>VSpan</code>, <code>Slope</code>, <code>Segments</code> and <code>Rectangles</code> elements (#3510, #3532, #4000) Add support for cuDF GPU dataframes, cuPy backed xarrays, and GPU datashading (#3982) Other features Add spatialpandas support and redesigned geometry interfaces for consistent roundtripping (#4120) Support GIF rendering with Bokeh and Plotly backends (#2956, #4017) Support for Plotly <code>Bars</code>, <code>Bounds</code>, <code>Box</code>, <code>Ellipse</code>, <code>HLine</code>, <code>Histogram</code>, <code>RGB</code>, <code>VLine</code> and <code>VSpan</code> plots Add <code>UniformNdMapping.collapse</code> to collapse nested datastructures (#4250) Add <code>CurveEdit</code> and <code>SelectionXY</code> streams (#4119, #4167) Add <code>apply_when</code> helper to conditionally apply operations (#4289) Display Javascript callback errors in the notebook (#4119) Add support for linked streams in Plotly backend to enable rich interactivity (#3880, #3912) Enhancements: Support for packed values dimensions, e.g. 3D <code>RGB</code>/<code>HSV</code> arrays (#550, #3983) Allow selecting/slicing datetimes with strings (#886) Support for datashading <code>Area</code>, <code>Spikes</code>, <code>Segments</code> and <code>Polygons</code> (#4120) <code>HeatMap</code> now supports mixed categorical/numeric axes (#2128) Use <code>__signature__</code> to generate .opts tab completions (#4193) Allow passing element-specific keywords through <code>datashade</code> and <code>rasterize</code> (#4077) (#3967) Add <code>per_element</code> flag to <code>.apply</code> accessor (#4119) Add <code>selected</code> plot option to control selected glyphs in bokeh (#4281) Improve default <code>Sankey</code> <code>node_padding</code> heuristic (#4253) Add <code>hooks</code> plot option for Plotly backend (#4157) Support for split <code>Violin</code> plots in bokeh (#4112) Bug fixes: Fixed radial <code>HeatMap</code> sizing issues (#4162) Switched to Panel for rendering machinery fixing various export issues (#3683) Handle updating of user supplied <code>HoverTool</code> in bokeh (#4266) Fix issues with single value datashaded plots (#3673) Fix legend layout issues (#3786) Fix linked axes issues with mixed date, categorical and numeric axes in bokeh (#3845) Fixed handling of repeated dimensions in <code>PandasInterface</code> (#4139) Fixed various issues related to widgets (#3868, #2885, #1677, #3212, #1059, #3027, #3777) Library compatibility: Better support for Pandas 1.0 (#4254) Compatibility with Bokeh 2.0 (#4226) Migration notes: Geometry <code>.iloc</code> now indexes by geometry instead of by datapoint. Convert to dataframe or dictionary before using <code>.iloc</code> to access individual datapoints (#4104) Padding around plot elements is now enabled by default, to revert set <code>hv.config.node_padding = 0</code> (#1090) Removed Bars <code>group_index</code> and <code>stack_index</code> options, which are now controlled using the <code>stacked</code> option (#3985) <code>.table</code> is deprecated; use <code>.collapse</code> method instead and cast to <code>Table</code> (#3985) <code>HoloMap.split_overlays</code> is deprecated and is now a private method (#3985) <code>Histogram.edges</code> and <code>Histogram.values</code> properties are deprecated; use <code>dimension_values</code> (#3985) <code>Element.collapse_data</code> is deprecated; use the container's <code>.collapse</code> method instead (#3985) <code>hv.output</code> <code>filename</code> argument is deprecated; use <code>hv.save</code> instead (#3985)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.029 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it