cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/uwtzr3
title: An annotated checklist of terrestrial flatworms (Platyhelminthes: Tricladida: Geoplanidae) from Mexico, with new records of invasive species from a citizen science platform and a new nomen dubium

description: This dataset contains the digitized treatments in Plazi based on the original journal article Luna, Manuel De, Boll, Piter Kehoma (2023): An annotated checklist of terrestrial flatworms (Platyhelminthes: Tricladida: Geoplanidae) from Mexico, with new records of invasive species from a citizen science platform and a new nomen dubium. Zootaxa 5297 (4): 518-532, DOI: 10.11646/zootaxa.5297.4.3, URL: http://dx.doi.org/10.11646/zootaxa.5297.4.3AbstractA checklist of species of terrestrial flatworms (Platyhelminthes: Tricladida: Geoplanidae) recorded for Mexico is compiled, listing 11 species. Five are directly referenced in the literature: Bipalium kewense Moseley, 1878, Bipalium vagum Jones & Sterrer, 2005, Diporodemus yucatani Hyman, 1938, Geoplana multipunctata Fuhrmann, 1914, and Pseudogeoplana nigrofusca (Darwin, 1844); and one species had been indirectly mentioned for the country: Parakontikia ventrolineata (Dendy, 1892), which was described from material intercepted in the USA in a shipment of ornamental plants from Mexico. Mexican records from the citizen science platform iNaturalist were reviewed, revealing the presence of five widely distributed invasive species: Caenoplana coerulea Moseley, 1877, recorded in Ciudad de Mexico; Endeavouria septemlineata (Hyman, 1939), recorded in Ciudad de Mexico, Estado de Mexico, Hidalgo, Jalisco, Morelos, and Oaxaca; Dolichoplana carvalhoi Corrêa, 1947, recorded in Jalisco; Dolichoplana striata Moseley, 1877, recorded in Morelos, Nuevo Leon, Quintana Roo, Tamaulipas, and Veracruz; and Rhynchodemus sylvaticus (Leidy, 1851), recorded in Jalisco. The presence of Parakontikia ventrolineata is confirmed for the country, being recorded in Ciudad de Mexico, Estado de Mexico, Hidalgo, Jalisco, Michoacan, Puebla, Queretaro, and Veracruz. The original description of Pseudogeoplana nigrofusca was revisited and compared to subsequent descriptions and keys, noting that the specimens are not conspecific and that the original description is too vague to accurately identify the species, therefore, this taxon is hereby relegated as a nomen dubium. A key for the higher taxa (subfamilies and tribes) of the North American terrestrial flatworms is proposed.
DOI: 10.15468/dl.yf9d8m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Phengaris nausithous",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066445-251120083545085/datasets/export for details.
DOI: 10.15468/4u4mak
title: A problematic species complex for Lasioglossum subgeneric diagnostics in North America (Hymenoptera: Halictidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hettiarachchi, Thilina, Gibbs, Jason (2024): A problematic species complex for Lasioglossum subgeneric diagnostics in North America (Hymenoptera: Halictidae). Zootaxa 5404 (1): 206-235, DOI: 10.11646/zootaxa.5404.1.13, URL: https://www.mapress.com/zt/article/download/zootaxa.5404.1.13/52776AbstractA problematic species complex within Lasioglossum subgenus Sphecodogastra with unusual metallic reflections on the mesosoma is described from North America. Three new species in this complex are described and illustrated: Lasioglossum (Sphecodogastra) iridescens sp. nov., Lasioglossum (Sphecodogastra) dilisena sp. nov., and Lasioglossum (Sphecodogastra) silveirai sp. nov. Our study addresses the challenge of diagnosing Lasioglossum subgenera within North America. We present an updated key for the North American Lasioglossum subgenera.
DOI: 10.15468/uufrgf
title: Mosses New for Mindanao Island, Republic of the Philippines

description: This dataset contains the digitized treatments in Plazi based on the original journal article Azuelo, Andrea G., Tan, Benito C., Shevock, James R., Manual, Alven, Yorong, Aimanuelzon, Sariana, Lalaine G. (2015): Mosses New for Mindanao Island, Republic of the Philippines. Proceedings of the California Academy of Sciences 62 (4): 127-134, DOI: 10.5281/zenodo.11066769
DOI: 10.15468/jhvr9g
title: Endoparasitoid wasps of the genus Cubus (Hymenoptera, Ichneumonidae, Metopiinae) reared from caterpillars of Área de Conservación Guanacaste, Costa Rica

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zuñiga, Ronald, Valerio, Alejandro A., Hanson, Paul, Hallwachs, Winnie, Janzen, Daniel H. (2025): Endoparasitoid wasps of the genus Cubus (Hymenoptera, Ichneumonidae, Metopiinae) reared from caterpillars of Área de Conservación Guanacaste, Costa Rica. Zootaxa 5590 (3): 365-385, DOI: 10.11646/zootaxa.5590.3.4, URL: https://doi.org/10.11646/zootaxa.5590.3.4AbstractAs a result of COI barcoding over 200 reared specimens of what appeared to be Cubus validus from northwestern Costa Rica, and matching them with their host caterpillars and morphological traits, we describe eleven new sympatric species. All are endoparasitoids of leaf-rolling Crambidae (Lepidoptera). The new species, authored by Zúñiga, Valerio & Hanson, are: Cubus alanflemingi, C. christhompsoni, C. curtsabrowskyi, C. duvalierbricenoi, C. gracewoodae, C. jeffcummingi, C. jimoharai, C. johnstiremani, C. manuelzumbadoi, C. montywoodi, and C. normwoodleyi. We also provide an illustrated key, a table of key morphological characters of each species, and a table of host records.
DOI: 10.15468/fp6c6x
title: Pyrgotid Flies Assigned To Apyrgota. Ii. New Synonyms In Eupyrgota (Subgenus Taeniomastix) (Diptera, Pyrgotidae), With Key To Subgenera And Species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Korneyev, V. A. (2014): Pyrgotid Flies Assigned To Apyrgota. Ii. New Synonyms In Eupyrgota (Subgenus Taeniomastix) (Diptera, Pyrgotidae), With Key To Subgenera And Species. Vestnik Zoologii 48 (3): 211-220, DOI: 10.2478/vzoo-2014-0024, URL: http://dx.doi.org/10.2478/vzoo-2014-0024
DOI: 10.15468/7tx359
title: Review of the genus Diduga (Lepidoptera, Erebidae, Arctiinae) of Laos, with description of one new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bayarsaikhan, Ulziijargal, Kwon, Hyung Wook, Kim, Kil Won, Bae, Yang-Seop (2023): Review of the genus Diduga (Lepidoptera, Erebidae, Arctiinae) of Laos, with description of one new species. Zootaxa 5389 (3): 331-342, DOI: 10.11646/zootaxa.5389.3.2, URL: https://mapress.com/zt/article/download/zootaxa.5389.3.2/52520AbstractThe genus Diduga Moore, [1887] is reviewed with 11 species from Laos, including one new species, D. bantha sp. nov. Illustrations of adults and genitalia of all examined species from Laos are provided, with the checklist of Laotian species of the genus Diduga.
DOI: 10.15468/zqmu9y
title: New Species of Scalibregmatidae (Annelida) from Slope and Abyssal Depths off Eastern Australia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Blake, James A. (2023): New Species of Scalibregmatidae (Annelida) from Slope and Abyssal Depths off Eastern Australia. Records of the Australian Museum (Rec. Aust. Mus.) 75 (3): 271-298, DOI: 10.3853/j.2201-4349.75.2023.1827, URL: http://dx.doi.org/10.3853/j.2201-4349.75.2023.1827
DOI: 10.15468/2q7h9t
title: Taxonomy and ecology of Achnanthidium (Bacillariophyta, Achnanthidiaceae) from southeastern Brazil with the description of six new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Costa, Lívia F., Wetzel, Carlos E., Maquardt, Gisele C., Zanon, Jaques E., Ector, Luc, Bicudo, Denise C. (2022): Taxonomy and ecology of Achnanthidium (Bacillariophyta, Achnanthidiaceae) from southeastern Brazil with the description of six new species. Phytotaxa 575 (3): 187-223, DOI: 10.11646/phytotaxa.575.3.1, URL: http://dx.doi.org/10.11646/phytotaxa.575.3.1AbstractThe present study aims to expand the knowledge on Achnanthidium species occurring in tropical areas of southern Brazil. For this purpose, 345 samples from 179 sampling sites distributed throughout the state of São Paulo were analyzed for ‘monoraphid’ diatom diversity. This paper focuses on samples with a high abundance of Achnanthidium species. The permanent slides and stubs were observed using light and scanning electron microscopy. Morphometric analysis was performed to discriminate between similar species through the Elliptical Fourier Descriptors analysis. For this, valve outlines from Brazilian species were compared to those from type material available from the literature. The ecological optimum and tolerance was calculated for taxa that presented more than 10 % of occurrence per habitat. In total, 12 Achnanthidium species were observed. Six are described as new: Achnanthidium acutum sp. nov., A. brasiliense sp. nov., A. parvicapitatum sp. nov., A. paulistanum sp. nov., A. ritae sp. nov. and A. vandevijveri sp. nov. The morphometric analysis supported the differentiation between some taxa. Nine species, with occurrences of at least 10 % per habitat, had their ecological optimum and tolerance calculated. In general, these species prefer slightly acidic to neutral pH, medium electrolyte cond. and mesotrophic water conditions.
DOI: 10.15468/e3y9x7
title: Description of new species of Pseudogaurax Malloch (Diptera: Chloropidae) from Brazil, with notes on natural history

description: This dataset contains the digitized treatments in Plazi based on the original journal article Carvalho-Filho, Fernando S., Cruz, Vanessa C., Monteiro, Nilton J. S., Kloss, Thiago G. (2024): Description of new species of Pseudogaurax Malloch (Diptera: Chloropidae) from Brazil, with notes on natural history. Zootaxa 5433 (2): 207-230, DOI: 10.11646/zootaxa.5433.2.3, URL: http://dx.doi.org/10.11646/zootaxa.5433.2.3AbstractPseudogaurax Malloch is a genus of Chloropidae with about 70 described species found in all biogeographic regions, but several additional undescribed species are known. In this study we describe six new species from Brazil: Pseudogaurax alvinae sp. nov., Pseudogaurax amazonica sp. nov., Pseudogaurax braoculatus sp. nov., Pseudogaurax cyclosa sp. nov., Pseudogaurax primavera sp. nov., and Pseudogaurax wheeleri sp. nov. Pseudogaurax trifidus (Duda) and Pseudogaurax unilineatus Hall are newly recorded from South America, and Pseudogaurax tridens Sabrosky is newly recorded from the Brazilian Amazon. Data on host records are provided for P. alvinae sp. nov., P. braoculatus sp. nov., P. cyclosa sp. nov., P. tridens, P. trifidus, and P. trilineatus. The puparia of P. alvinae sp. nov., P. cyclosa sp. nov., and P. longilineatus Sabrosky are described as well.
DOI: 10.15468/dl.9vufe7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Phengaris alcon",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066451-251120083545085/datasets/export for details.
DOI: 10.15468/6gwuzm
title: New species of Palpimanus Dufour, 1820 from India (Araneae: Palpimanidae, Palpimaninae), with a catalogue of the Indian palpimanid fauna

description: This dataset contains the digitized treatments in Plazi based on the original journal article Tripathi, Rishikesh, Sankaran, Pradeep M., Kuni, Nikhil, Sudhikumar, Ambalaparambil V. (2023): New species of Palpimanus Dufour, 1820 from India (Araneae: Palpimanidae, Palpimaninae), with a catalogue of the Indian palpimanid fauna. European Journal of Taxonomy 891: 26-50, DOI: 10.5852/ejt.2023.891.2265, URL: http://dx.doi.org/10.5852/ejt.2023.891.2265Abstract. Two new species of Palpimanus Dufour, 1820 are described from India: P. godawan Tripathi & Sankaran sp. nov. (♂ ♀), collected from the Thar Desert in Rajasthan, and P. maldhok Kuni, Tripathi & Sankaran sp. nov. (♂ ♀), collected from Maharashtra. Images of the endogyne and male palp of the holotype and paratype of P. narsinhmehtai Parajapati, Hun & Raval, 2021 are presented to facilitate its identification. A key to Indian species of Palpimanus and a catalogue of Indian palpimanid spiders are provided. The current distribution of all the known Indian palpimanid spiders is mapped.
DOI: 10.15468/6yhc2z
title: New taxonomic and faunistic data on the genus Zodarion Walckenaer, 1826 (Araneae: Zodariidae) in the Balkans, with the descriptions of two new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Deltshev, Christo, Naumova, Maria, Matevski, Dragan, Indzhov, Simeon (2022): New taxonomic and faunistic data on the genus Zodarion Walckenaer, 1826 (Araneae: Zodariidae) in the Balkans, with the descriptions of two new species. Zootaxa 5174 (3): 247-261, DOI: 10.11646/zootaxa.5174.3.3AbstractTwo new species, Zodarion emilijae sp. n. (♂ ♀) from North Macedonia and Z. weissi sp. n. (♂ ♀) from Bulgaria are described and illustrated, and new taxonomic and faunistic data for six species, namely Z. blagoevi Bosmans, 2009, Z. epirense Brignoli, 1984, Z. konradi Bosmans, 2009, Z. rubidum Simon, 1914, Z. scutatum Wunderlich, 1980 and Z. zorba Bosmans, 2009 are presented. Five species are removed from the Bulgarian, the Greek or the North Macedonian checklists as doubtful, erroneous or definitely incorrectly identified records: Zodarion epirense Brignoli, 1984, Z. evvoia Bosmans, 2009, Z. germanicum (C. L. Koch, 1837), Z. graecum (C. L. Koch, 1843) and Z. italicum (Canestrini, 1868).
DOI: 10.25345/c53j39f14
title: MassIVE MSV000100336 - Proteomic profiling of NSD2 degrader
title: DIA analysis of chemical proteome of T9 in H538 cells.
DOI: 10.15468/dl.pyv9jd
title: Occurrence Download

description: A dataset containing 23865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "Geometry POLYGON((-49 -19,-34 -19,-34 0,-49 0,-49 -19))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bromeliaceae"
 ]
}

 The dataset includes 23865 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066450-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b4u6g
title: Occurrence Download

description: A dataset containing 30662 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Albizia",
 "TaxonKey is Allium",
 "TaxonKey is Alocasia",
 "TaxonKey is Aloe",
 "TaxonKey is Amelanchier",
 "TaxonKey is Ampelopsis",
 "TaxonKey is Anisodontea",
 "TaxonKey is Aralia",
 "TaxonKey is Araucaria"
 ]
 },
 "Year 1900-2025",
 {
 "or" : [
 "Country is Austria",
 "Country is Belgium",
 "Country is Switzerland",
 "Country is Germany",
 "Country is Denmark"
 ]
 }
 ]
}

 The dataset includes 30662 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066448-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/vpv77b
title: Shell features and anatomy of the springsnail genus Radomaniola (Caenogastropoda: Hydrobiidae) show a different pace and mode of evolution over five million years

description: This dataset contains the digitized treatments in Plazi based on the original journal article Delicado, Diana, Hauffe, Torsten (2022): Shell features and anatomy of the springsnail genus Radomaniola (Caenogastropoda: Hydrobiidae) show a different pace and mode of evolution over five million years. Zoological Journal of the Linnean Society 196: 393-441, DOI: 10.1093/zoolinnean/zlab121, URL: https://doi.org/10.1093/zoolinnean/zlab121
DOI: 10.15468/ba4586
title: Two new species of the tribe Mirini (Hemiptera: Heteroptera: Miridae: Mirinae) from Vietnam, with additional data to Vietnamese Mirinae catalogue

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kim, Junggon, Chérot, Frédéric, Phan, Quoc Toan, Jung, Sunghoon (2025): Two new species of the tribe Mirini (Hemiptera: Heteroptera: Miridae: Mirinae) from Vietnam, with additional data to Vietnamese Mirinae catalogue. Zootaxa 5604 (4): 555-564, DOI: 10.11646/zootaxa.5604.4.7, URL: https://doi.org/10.11646/zootaxa.5604.4.7AbstractTwo new species of the plant bug tribe Mirini are described from Vietnam: Adelphocorisella tamdaoensis sp. nov. and Cheilocapsidea bachmaensis sp. nov. Detailed morphological descriptions for each species are presented. New records, four genera, and eight species of the subfamily Mirinae are additionally catalogued to the Vietnamese fauna.
DOI: 10.15468/bqu9nz
title: New species, taxonomic changes and newly recorded species of Webbia Hopkins, ambrosia beetles from Thailand and neighbouring countries (Coleoptera: Curculionidae: Scolytinae: Xyleborini)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Sittichaya, Wisut, Smith, Sarah M., Beaver, Roger A. (2023): New species, taxonomic changes and newly recorded species of Webbia Hopkins, ambrosia beetles from Thailand and neighbouring countries (Coleoptera: Curculionidae: Scolytinae: Xyleborini). Zootaxa 5264 (1): 47-63, DOI: 10.11646/zootaxa.5264.1.3, URL: http://dx.doi.org/10.11646/zootaxa.5264.1.3AbstractFour new species, Webbia aculeata Sittichaya, Smith & Beaver sp. nov., Webbia granulosa Sittichaya, Smith & Beaver sp. nov., Webbia planicauda Beaver, Sittichaya & Smith sp. nov., and Webbia spinosulcata Sittichaya, Smith & Beaver sp. nov., are described. Arixyleborus dissimilis (Eggers, 1923), and Arixyleborus orbiculatus (Eggers, 1923) are transferred to Webbia. Two new synonyms and a new combination are proposed: Webbia dissimilis (Eggers, 1923) comb. nov. (= Webbia costulatula Schedl, 1953 syn. nov.); Webbia hatanakai Browne, 1986 (= Webbia turbinata Maiti & Saha, 1986 syn. nov.). A lectotype is designated for Webbia orbiculata (Eggers, 1923) comb. res. . Three species, Webbia bituberculata (Browne, 1977), Webbia subuculae (Browne, 1962), and Webbia suturalis Browne, 1955 are recorded in Thailand for the first time. With the inclusion of the Webbia species described and recorded herein, the diversity of Webbia is increased to 41 species. A key is given to the 16 species recorded from Thailand.
DOI: 10.15468/x55y3x
title: Nouvelles Cigales néotropicales de la sous-tribu des Guyalnina (Rhynchota, Cicadidae, Cicadinae, Fidicinini)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Boulard, Michel, Martinelli, Nilza Maria (2011): Nouvelles Cigales néotropicales de la sous-tribu des Guyalnina (Rhynchota, Cicadidae, Cicadinae, Fidicinini). Lambillionea CXI (3): 219-232, DOI: 10.5281/zenodo.10517877Résumé. Cet article traite de neuf espèces représentant trois genres de Cigales appartenant à la sous-tribu néotropicale des Guyalnina (Tribu des Fidicinini), et jusqu ’ici restées inédites dans les collections du MNHN. L ’espèce Cicada briza Walker, 1850 est classée Guyalna briza (Walker 1850), comb. nov., tandis qu ’une nouvelle particularité morphologique, dénommée «pseudo-cymbacalyptes» est mise en évidence chez les femelles de G.jauffreti n. sp.
DOI: 10.15468/3kvr4t
title: A new genus and species of the subfamily Laphyragoginae (Hymenoptera, Apoidea, Crabronidae) with analysis of the relationship of Eremiaspheciinae and Laphyragoginae, stat. resurr.

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mokrousov, Mikhail V., Proshchalykin, Maxim Yu. (2025): A new genus and species of the subfamily Laphyragoginae (Hymenoptera, Apoidea, Crabronidae) with analysis of the relationship of Eremiaspheciinae and Laphyragoginae, stat. resurr. Zootaxa 5631 (3): 521-532, DOI: 10.11646/zootaxa.5631.3.6, URL: https://doi.org/10.11646/zootaxa.5631.3.6AbstractBased on remarkable morphological differences between the two species groups of Laphyragogus Kohl, 1889, the genus is split into Laphyragogus and a new genus, Asphaleia Mokrousov, gen. nov. (type species A. gussakovskii Mokrousov, sp. nov.). Three species are transferred from Laphyragogus to the new genus: Asphaleia ajjer (de Beaumont, 1958), comb. nov., A. gessae (Schmid-Egger, 2022), comb. nov. and A. orientalis (de Beaumont, 1970), comb. nov. Based on morphological analysis, it is shown that Eremiaspheciini and Laphyragogini are not closely related and the status of Laphyragoginae as its own subfamily is resurrected.
DOI: 10.5281/zenodo.18064816
title: Reproducibility Kit: Residual-First Benchmarking of NV-Center ODMR Models

description: This repository contains the complete reproducibility kit for the manuscript“Residual-First Benchmarking of NV-Center ODMR Models Using Public Data.”

The kit includes deterministic scripts, derived resonance-center tables, and automaticallygenerated figures and summary metrics used to produce Figures 1–2 and Table 1 of the manuscript.

All analyses are performed on publicly available ODMR frequency-sweep data released underCC BY 4.0 and hosted on Zenodo (primary dataset DOI: 10.5281/zenodo.14697917). No proprietaryor unpublished experimental data are included.

The benchmark compares a conventional baseline spin-Hamiltonian model to a strictly reducedcomparison family (PRM-1) under identical preprocessing, extraction rules, and fitting protocols.Interpretation is explicitly residual-first, with residual structure prioritized over aggregatefit magnitude.

Running the provided scripts reproduces all figures and quantitative summaries reported inthe manuscript without manual intervention.
DOI: 10.5281/zenodo.18064815
title: Reproducibility Kit: Residual-First Benchmarking of NV-Center ODMR Models

description: This repository contains the complete reproducibility kit for the manuscript“Residual-First Benchmarking of NV-Center ODMR Models Using Public Data.”

The kit includes deterministic scripts, derived resonance-center tables, and automaticallygenerated figures and summary metrics used to produce Figures 1–2 and Table 1 of the manuscript.

All analyses are performed on publicly available ODMR frequency-sweep data released underCC BY 4.0 and hosted on Zenodo (primary dataset DOI: 10.5281/zenodo.14697917). No proprietaryor unpublished experimental data are included.

The benchmark compares a conventional baseline spin-Hamiltonian model to a strictly reducedcomparison family (PRM-1) under identical preprocessing, extraction rules, and fitting protocols.Interpretation is explicitly residual-first, with residual structure prioritized over aggregatefit magnitude.

Running the provided scripts reproduces all figures and quantitative summaries reported inthe manuscript without manual intervention.
DOI: 10.5281/zenodo.18041663
title: DC-powered broadband quantum-limited microwave amplifier

description: Raw data of paper
DOI: 10.5281/zenodo.18041664
title: DC-powered broadband quantum-limited microwave amplifier

description: Raw data of paper