Notice bibliographique
Résumé
Contributors to this version: Abel Aoun (@bzah), Pascal Bourgault (@aulemahal), Trevor James Smith (@Zeitsperre), Gabriel Rondeau-Genesse (@RondeauG), Juliette Lavoie (@juliettelavoie), Ludwig Lierhammer (@ludwiglierhammer). Announcements xclim is now compliant with PEP 563. Python3.10-style annotations are now permitted. (GH/1065, PR/1071). xclim is now fully compatible with xarray's flox-enabled GroupBy and resample operations. (PR/1081). xclim now (properly) enforces docstring compliance checks using pydocstyle with modified numpy-style docstrings. Docstring errors will now cause build failures. See the pydocstyle documentation for more information. (PR/1074). xclim now uses GitHub Actions to manage patch version bumping. Merged Pull Requests that modify xclim code now trigger version-bumping automatically when pushed to the main development branch. Running $ bump2version patch within development branches is no longer necessary. (PR/1102). New features and enhancements Add "Celsius" to aliases of "celsius" unit. (GH/1067, PR/1068). All indicators now have indexing enabled, except those computing statistics on spells. (GH/1069, PR/1070). A convenience function for returning the version numbers for relevant xclim dependencies (xclim.testing.show_versions) is now offered. (PR/1073). A CLI version of this function is also available from the command line ($ xclim show_version_info). (PR/1073). New "keep_attrs" option to control the handling of the attributes within the indicators. (GH/1026, PR/1076). Added a notebook showcasing some simple examples of Spatial Analogues. (GH/585, PR/1075). create_ensembles now accepts a glob string to find datasets. (PR/1081). Improved percentile based indicators metadata with the window, threshold and climatology period used to compute percentiles. (GH/1047, PR/1050). New xclim.core.calendar.construct_offset, the inverse operation of parse_offset. (PR/1090). Rechunking operations in xclim.indices.run_length.rle are now synchronized with dask's options. (PR/1090). A mention of the "missing" checks and options is added to the history attribute of indicators, where appropriate. (GH/1100, PR/1103). Breaking changes xclim.atmos.water_budget has been separated into water_budget (calculated directly with 'evspsblpot') and water_budget_from_tas (original function). (PR/1086). Injected parameters in indicators are now left out of a function's signature and will not be included in the history attribute. (PR/1086). The signature for the following Indicators have been modified (PR/1050): cold_spell_duration_index, tg90p, tg10p, tx90p, tx10p, tn90p, tn10p, warm_spell_duration_index, days_over_precip_doy_thresh, days_over_precip_thresh, fraction_over_precip_doy_thresh, fraction_over_precip_thresh, cold_and_dry_days, warm_and_dry_days, warm_and_wet_days, cold_and_wet_days The parameter for percentile values is now named after the variable it is supposed to be computed upon. (PR/1050). pytest-runner has been removed as a dependency (it was never needed for xclim development). (PR/1074). xclim.testing._utils.py has been renamed to xclim.testing.utils.py for added documentation visibility. (PR/1074). Some unused functions and classes (as_tuple, TestFile, TestDataSet) have been removed. (PR/1107). New indicators universal_thermal_climate_index and mean_radiant_temperature for computing the universal thermal climate index from the near-surface temperature, relative humidity, near-surface windspeed and radiation. (GH/1060, PR/1062). A new method ITS90 has also been added for calculating saturation water vapour pressure. (GH/1060, PR/1062). Internal changes Typing syntax has been updated within pre-commit via isort. Pre-commit hooks now append from __future__ import annotations to all python module imports for backwards compatibility. (GH/1065, PR/1071) isort project configurations are now set in setup.cfg. (PR/1071). Many function docstrings, external target links, and internal section references have been adjusted to reduce warnings when building the docs. (PR/1074). Code snippets within documentation are now checked and reformatted to black conventions with blackdoc. A pre-commit hook is now in place to run these checks. (PR/1098). Test coverage statistic no longer includes coverage of the test files themselves. Coverage now reflects lines of usable code covered. (PR/1101). Reordered listed authors alphabetically. Promoted @bzah to core contributor. (PR/1105). Tests have been added for some functions in xclim.testing.utils.py; some previously uncaught bugs in list_input_variables, publish_release_notes, and show_versions have been patched. (GH/1078, PR/1107). A convenience command for installing xclim with key development branches of some dependencies has been added ($ make upstream). (GH/1088, PR/1092; amended in GH/1113, PR/1114). This build configuration is also available in tox for local development purposes ($ tox -e pyXX-upstream). Bug fixes Clean the bias_adjustement and history attributes created by xclim.sdba.adjust (e.g. when an argument is an xr.DataArray, only print the name instead of the whole array). (GH/1083, PR/1087). pydocstyle checks were silently failing in the pre-commit configuration due to a badly-formed regex. This has been adjusted. (PR/1074). adjust_doy_calendar was broken when the source or the target were seasonal. (GH/1097, GH/1091, PR/1099)
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,003 | 0,011 |
| Méta-épidémiologie (sens strict) | 0,004 | 0,003 |
| Méta-épidémiologie (sens large) | 0,002 | 0,003 |
| Bibliométrie | 0,002 | 0,002 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,005 | 0,005 |
| Science ouverte | 0,007 | 0,008 |
| Intégrité de la recherche | 0,002 | 0,005 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,428 | 0,559 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».