Bibliographic record
Abstract
⭐ Features Added new R packages and updated packages (#6943) Added Treemap and Wordcloud to the Bar chart dialog (#6805) Added Truncate and Wrap as new features on the Transform dialog (#6897) Reordered summaries in the Summary Table dialog (#6731) Improved the Help feature in the Calculator dialog (#6838) Displayed the count of NAs and levels in the Levels/Labels dialog (#6880) Added option for labelling yearly quarters on the Use Date dialog (#6821) Changed the estimated single receiver to multiple on the Comparisons Summaries dialog (#6822) Changed the single receiver to multiple for the estimates on Taylor Diagram dialog (#6819) Added paging functionality to support reading very large, or wide, data files (#6707) Made literal expressions (rather than regex) the default in Find/Replace Dialog (#6859) Added stem and leaf plot to Frequencies dialog (#6858) Updated R functions in the Rating Data dialog (#6786) Improved Stack dialog (#6848) Added selection of columns into data options (#6845) Improved the Dummy Dialog with the use of fastDummies package (#6855) Implemented the Prepare > Column: Calculate > Transform (Rank) dialog (#6840) Added functionality to rename multiple columns in Rename Column dialog (#6814) Added Reverse Legend Order option for Scatterplot Matrix in Correlation dialog (#6788) Added Three Variable Pivot Table dialog (#6809) Implemented option for missing values in Recode Factor dialog (#6834) Adding 'Export to Climsoft' to the 'Climatic> File menu' (invisible stub) and 'Compare Columns' to 'Climatic> Tidy and Examine' menu (#6835) Improved the Recode Factor Levels dialog in differents way with forcats functions (#6803) Added selection of columns functionality (#6767) Added the Pivot Table dialog to the Describe>Three Variable menu (#6806) Adding the Help ID to the Two variable Pivot Table Dialogue (#6800) Added geom_text_wordcloud and geom_text_wordcloud_area geoms (#6785) Added Squish option to the Transform Text dialog (#6763) Improved One Way Frequencies dialog, added table save and extra parameters for 'frq' function (#6730) Adding Column Selection on Prepare > Data Frame menu (#6790) Added reorder feature and minor bug fixes to the Bar Chart dialog (#6750) Added shape receiver to the heat map dialogue (#6766) Changed the name Specific to Specific Tables/Graphs in the main menu (#6773) Making the menu item names and dialog names consistent (#6771) Allow multiple row factors in Pivot Table dialog (#6757) R Implementation of Column Selections (#6755) Improved usability of the General Graphics dialog (#6706) Added Heat Map Plot as a dialog in place of the Rug plot. (#6738) Added extra buttons to simplify the use of the Script window (#6546) Improved English text in multiple dialogs (#6751) Improved stacking feature and added unnest into Stack dialog (#6747) Improved smooth options in Line Plot dialog. (#6724) Renamed specific options in the Describe menu (#6743) Implemented the lollipop option in the Bar Chart dialog (#6734) Enabled New Data Frame dialog to 'try' running multiple lines (#6733) Rearranged specific graphs in the Describe menu (#6737) Added rug plot into point plot in Scatter Plot dialog (#6732) Added Pivot Table dialog to the Describe> Two Variable menu (#6704) Added Display as Dotplot checkbox to Histogram dialog (#6675) Improved Frequencies dialog (#6655) Improved the Calculator Test/Strings keyboard and added tooltips for the keys (#6689) Simplified addition of labels from Bar Chart dialog (#6682) Improved French layout of multiple File and Prepare menu dialogs (#6668) Added options for path and step plots into Line Plot dialog (#6688) Added sample as a summary into column statistics dialog (#6673) Added geom_text_repel and geom_label_repel from ggrepel package into the R-Instat list of geoms (#6649) Improved output generated by Visualise Data dialog (#6666) Added back to back checkbox to the bar and pie chart dialogue (#6573) Improved dialog layouts for French text in File menu dialogs (except for variances of Import Dataset menu) (#6557) Improved the Summary Tables dialog (#6508) Added Lan button into the Options dialog (#6628) Added density ridges to the Histogram dialog (#6589) Enabled flexible positioning of labels on bar charts (#6630) Added Tufte boxplots to the Boxplot, Jitter and Violin plot dialog (#6594) Added annotation feature to plots (#6484) Copy from data view, columns and data frame grid to clipboard (#6567) Added functionality to have key and link names increment after subsequent keys and links saving (#6590) Improved the appearance of the Language toggle button and added the tooltip text (#6593) Added toggle button on Tool Bar to switch the main window to/from English (#6572) Added Wind/Pollution Rose dialog (#6400) Added Paste New Data Frame dialog (#6503) Sorted out inconsistencies and improved menu item names under File and Describe menus (#6560) Added import of multiple text files; also ensured that Excel files are consistently imported correctly (#6501) Added new R geoms: geom_density_ridges, geom_density_ridges2 and geom_density_ridges_gradient (#6535) Added Kiswahili translation option to the Options dialog (#6547) Added Tool Bar button tool tip translation (e.g. into French) (#6529) Added a 'More...' option to the file menu and icon toolstrip (#6507) Added translations for (sub)dialog tool tips (#6513) Added 'Lan' language toggle button for subdialogs (#6510) 🐞 Bug Fixes Fixed a bug when using column selection (#6934) Fixed bug when opening Levels/Labels Dialog after deleting or changing the type of the column (#6926) Sorted out a developer error when opening fill missing values dialog (#6918) Various minor bugs, design issues \& naming conventions on dialogs (#6920) Fixed bug loading older files with filters applied (#6911) Resized Transform dialogue. (#6899) Fixing the problem for a control hiding preview when loading multiple txt files (#6841) Ensured that date in Select Day of Range subdialog is consistent with parent dialog (#6817) Resolved translation issues in Subset dialog, String Handling dialog, and Data Options subdialog (#6881) Fixed the bug on accessing the recent files from File Menu (#6870) Made text more consistent in multiple dialogs (#6862) Bug fix when applying a filter as subset (#6874) Fixed bug on the use of recode factor function on Recode Factor Dialog (#6861) Prevented errors when filter applied in Conversions Dialog (#6849) Fixed minor design bug on Describe>Specific>Histogram Plot Dialog (#6844) Resetting the save control name and checkbox in the Fit Model dialog (#6843) Made the Vertical Labels and Horizontal Labels un-editable in One Way Frequencies subdialog (#6808) Corrected typo in One Way Frequency Table dialog (#6799) Renamed Rug Plot dialog to Heat Map (#6793) Refactored the Recode Numeric dialog (#6709) Fixed developer error when adding geom_abline layer (#6792) Made default (column) names consistent following tidyverse style guide (#6779) Adjusted the position button, changed save control into a drop down and changed prefix of the new column in Row Names or Numbers dialog (#6725) Ensure that special characters display correctly in the Data View window (#6555) Allowed variables of any type as labels into the Plot subdialog geom_treemap_text (#6772) Small fix to the layout of the xtab in the Plot options dialog (#6769) Ensure that the Display Options subdialog in One Variable Fit Model dialog opens correctly (#6754) Ensure that One Variable Compare Models subdialog opens correctly (#6736) Refactored the Import dialog and ensure correct reading of multiple SPSS files (#6625) Make the Dummy Variable dialog appear behind the Data Option subdialog (#6741) Corrected spellings in main menus (#6735) Ensure correct visibility of Convert to Variate check box in the Three variable Modelling dialog (#6694) Ensure that the means and medians are correct in PICSA rainfall graphs (#6674) Improve the geom_smooth() parameters (#6654) Bug fix: Passing the data name when copying data frames (#6676) Updates to french layout One way Frequencies, One variable Graph and One variable Summarize. (#6657) Improved dialog layouts for French text in Climatic menu dialogs (#6543) Improved dialog layouts for French text in dialogs from Describe menu, Model menu and other menus (#6580) Improved dialog layouts for French text in Prepare menu dialogs (up to and including View Labels/levels) (#6558) Fixed bugs in distribution control with some column types (e.g. integer) (#6642) Added missing parameters for geom_tufteboxplot and geom_density_ridges (#6605) Aligning of the checkbox in Scatter Plot options and possibly other places (#6611) Aligned variable button and the receiver in graphics dialogs (#6610) Bug fix: Displaying correct filter preview, corrected naming of filters and use of Not(!) (#6587) Ensure that text does not overflow its cell in meta data tables (#6607) Aligned the Position button in the Convert to Circular dialog (#6612) Ensure Export dialog confirmation messages correctly translated (#6539) Included trace when counting number of days entered in data entry (#6545) Ensure that all dslabs package data sets can be imported (#6548) Ensure that Bar Chart dialog combo boxes remember their state correctly when dialog reopens (#6517) Ensure that Single Receiver text not translated (#6544) Bug fix: use of multiple factors on fill date gaps (#6381) Set the language combo box in the Options dialog to be non-editable (#6498) 🌦️ Climatic Improved the Spells Dialogue following ICPAC Dialogue (#6888) Enhanced the Climatic Boxplot dialog (#6813) Fixed bug with pasting in climatic data entry dialog (#6564)
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.037 |
| Meta-epidemiology (narrow) | 0.005 | 0.005 |
| Meta-epidemiology (broad) | 0.004 | 0.005 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.007 | 0.005 |
| Research integrity | 0.002 | 0.007 |
| Insufficient payload (model declined to judge) | 0.501 | 0.474 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".