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Record W6931749797 · doi:10.5281/zenodo.7055787

Ouranosinc/xclim: v0.38.0

2022· other· en· W6931749797 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2022
Typeother
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicVirus-based gene therapy research
Canadian institutionsOuranos
Fundersnot available
KeywordsPascal (unit)Index (typography)SquireArgument (complex analysis)Variable (mathematics)

Abstract

fetched live from OpenAlex

Contributors to this version: Pascal Bourgault (@aulemahal), Éric Dupuis (@coxipi), Trevor James Smith (@Zeitsperre), Abel Aoun (@bzah), Gabriel Rondeau-Genesse (@RondeauG), Dougie Squire (@dougiesquire). New features and enhancements Adjustment methods of SBCK are wrapped into xclim when that package is installed. (GH/1109, PR/1115). Wrapped SBCK tests are also properly run in the tox testing ensemble. (PR/1119). Method FAO_PM98 (based on Penman-Monteith formula) to compute potential evapotranspiration. (PR/1122). New indices for droughts: SPI (standardized precipitations) and SPEI (standardized water budgets). (GH/131, PR/1096). Most numba functions of sdba.nbutils now use the "lazy" compilation mode. This significantly accelerates the import time of xclim. (GH/1135, PR/1167). Statistical properties and measures from xclim.sdba are now Indicator subclasses (PR/1149). New indicators xclim now has the McArthur Forest Fire Danger Index and related indices under a new xclim.indices.fire module. These indices are also available as indicators. (GH/1152, PR/1159) Drought-related indicators: SPI (standardized precipitations) and SPEI (standardized water budgets). (GH/131, PR/1096). ensembles.create_ensembles now accepts a realizations argument to assign a coordinate to the "realization" axis. It also accepts a dictionary as input so that keys are used as that coordinate. (PR/1153). ensembles.ensemble_percentiles, ensembles.ensemble_mean_std_max_min and ensembles.change_significance now support weights (PR/1151). Many generic indicators that compare arrays or against thresholds or now accept an op keyword for specifying the logical comparison operation to use in their calculations (i.e. {">", ">=", "<", "<=, "!=", "=="}). (GH/389, PR/1157). In order to prevent user error, many of these generic indices now have a constrain variable that prevents calling an indice with an inappropriate comparison operator. (e.g. The following will raise an error: op=">", constrain=("<", "<=")). This behaviour has been added to indices accepting op where appropriate. Breaking changes scipy has been pinned below version 1.9 until lmoments3 can be adapted to the new API. (GH/1142, PR/1143). xclim now requires xarray>=2022.06.0. (PR/1151). Documentation CI (ReadTheDocs) builds will now fail if there are any misconfigured pages, internal link/reference warnings, or broken external hyperlinks. (GH/1094, PR/1131, GH/1139, PR/1140, PR/1160). Call signatures for generic indices have been reordered and/or modified to accept op, and optionally constrain, in many cases, and condition/conditional/operation has been renamed to op for consistency. (GH/389, PR/1157). The affected indices are as follows: get_op, compare, threshold_count, get_daily_events, count_level_crossings, count_occurrences, first_occurrence, last_occurrence, spell_length, thresholded_statistics, temperature_sum, degree_days. All indices in xclim.indices.generic now use threshold in lieu of thresh for consistency. (PR/1157). Existing function xclim.indices.generic.compare can now be used to construct operations with op and constrain variables to allow for dynamic comparisons with user input handling. (GH/389, PR/1157). Two deprecated indices have been removed from xclim. (PR/1157): xclim.indices._multivariate.daily_freezethaw_cycles -> Replaceable with the generic multiday_temperature_swing with thresh_tasmax='0 degC', thresh_tasmin='0 degC', window=1, and op='sum'. The indicator version (xclim.atmos.daily_freezethaw_cycles) is unaffected. xclim.indices.generic.select_time -> Was previously moved to xclim.core.calendar. The clix-meta indicator table parsing function (xclim.core.utils.adapt_clix_meta_yaml) has been adapted to support the new "op" operator handler. (PR/1157). Because they have been re-implemented as Indicator subclasses, statistical properties and measures of xclim.sdba no longer preserve attributes of their inputs by default. Use xclim.set_options(keep_attrs=True) to get the previous behaviour. (PR/1149). The xclim.indices.generic.extreme_temperature_range function has been fixed so it now does what its definition says. Results from xclim.indicators.cf.etr will change. (GH/1172, PR/1173). xclim now has a dedicated indices.fire submodule that houses all fire-related indices. The previous xclim.indices.fwi submodule is deprecated and will be removed in a future version. (GH/1152, PR/1159). The indicator xclim.indicators.atmos.fire_weather_indexes and indice xclim.indices.fire_weather_indexes have both been deprecated and renamed to cffwis_indices. Calls using the previous naming will be removed in a future version. (PR/1159). xclim now explicitly requires pybtex in order to generate documentation. (PR/1176). Bug fixes Fixed saturation_vapor_pressure for temperatures in other units than Kelvins (also fixes relative_humidity_from_dewpoint). (GH/1125, PR/1127). Indicators that do not care about the input frequency of the data will not check the cell methods of their inputs. (PR/1128). Fixed the signature and docstring of heat_index by changing tasmax to tas. (GH/1126, PR/1128). Fixed a formatting issue with virtual indicator modules (_gen_returns_section) that was creating malformed Returns sections in sphinx-generated documentation. (PR/1131). Fix biological_effective_degree_days for non-scalar latitudes, when using method "gladstones". (GH/1136, PR/1137). Fixed some extlink warnings found in sphinx and configured ReadTheDocs to use mamba as the dependency solver. (GH/1139, PR/1140). Fixed some broken hyperlinks to articles, users, and external documentation throughout the code base and jupyter notebooks. (PR/1160). Removed some artefact reference roles introduced in PR/1131 that were causing LaTeX builds of the documentation to fail. (GH/1154, PR/1156). Fix biological_effective_degree_days for non-scalar latitudes, when using method "gladstones". (GH/1136, PR/1137). Fixed some extlink warnings found in sphinx and configured ReadTheDocs to use mamba as the dependency solver. (GH/1139, PR/1140). Fixed some broken hyperlinks to articles, users, and external documentation throughout the code base and jupyter notebooks. (PR/1160). Addressed a bug that was causing pylint to stackoverflow by removing it from the tox configuration. pylint should only be called from an active environment. (PR/1163) Fixed kmeans_reduce_ensemble breaking when using dask arrays (PR/1170) Addressed a bug that was causing pylint to stackoverflow by removing it from the tox configuration. pylint should only be called from an active environment. (PR/1163) Internal changes Marked a test (test_release_notes_file_not_implemented) that can only pass when source files are available so that it can easily be skipped on conda-forge build tests. (GH/1116, PR/1117). Split a few YAML strings found in the virtual modules that regularly issued warnings on the code checking CI steps. (PR/1118). Function xclim.core.calendar.build_climatology_bounds now exposed via __all__. (PR/1146). Clarifications added to docstring of xclim.core.bootstrapping.bootstrap_func. (PR/1146). Bibliographic references for supporting scientific articles are now found in a bibtex file (docs/references.bib). These are now made available within the generated documentation using sphinxcontrib-bibtex. (GH/1094, PR/1131). Added information URLs to setup.py in order to showcase issue tracker and other sites on PyPI page (PR/1156). Configured the LaTeX build of the documentation to ignore the custom bibliographies, as they were redundant in the generated PDF. (PR/1158). Run length encoding (xclim.indices.run_length.rle) has been optimized. (GH/956, PR/1122). Added a sphinx-build -b linkcheck step to the tox-based "docs" build as well as to the ReadTheDocs configuration. (PR/1160). pylint is now setup to use a pylintrc file, allowing for more granular control of warnings and exceptions. Many errors are still present, so addressing them will need to occur gradually. (PR/1163). The generic indices count_level_crossings, count_occurrences, first_occurrence, and last_occurrence are now fully tested. (PR/1157). Adjusted the ANUCLIM indices by removing "ANUCLIM" from their titles, modifying their docstrings, and handling "op" input in a more user-friendly way. (GH/1055, PR/1169). Documentation for fire-based indices/indicators has been reorganized to reflect the new submodule structure. (PR/1159).

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Software · Consensus signal: Software
Teacher disagreement score0.443
Threshold uncertainty score0.794

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0040.003
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0030.003
Science and technology studies0.0010.001
Scholarly communication0.0040.005
Open science0.0080.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.4430.468

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.

Opus teacher head0.025
GPT teacher head0.265
Teacher spread0.240 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreSoftware

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".

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Citations0
Published2022
Admission routes1
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