cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18300930
title: TABLE 4 in Endemism and regionalization in the Andes: What do reptiles tell us?

description: TABLE 4. Areas of endemism and bioregions.
Areas of endemism found by NDMBioregions found by InfomapArea 0E, H, I, J, K, M, O, PArea 1F (western half)Area 2A, B, F, H, I, K, LArea 3A, B, KArea 4D, GArea 5C, D (only northern tip), N, QArea 6C, J, N, O (half), QArea 7C, J, O, QArea 8A, B, F, LArea 9C, D, N, QArea 10C, J, N, O, QArea 11A, B, F, LArea 12EArea 13C, J, M, N, O, P, QArea 14DArea 15A, B, H, I, K, LArea 16C, E, J, M, O
description: Published as part of Gómez, Juan Manuel Díaz, 2025, Endemism and regionalization in the Andes: What do reptiles tell us?, pp. 10 in Zootaxa 5737 (1) on page 10, DOI: 10.11646/zootaxa.5737.1.1, http://zenodo.org/record/18021166
DOI: 10.5281/zenodo.18300972
title: Langenbielau, Kronen-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]  Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18300973
title: Langenbielau, Kronen-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]  Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18298993
title: Dataset of the manuscript "Presence and visibility of local journals in international databases worldwide (WOS, Scopus, DOAJ, and OpenAlex)"

description: Dataset of the manuscript "Presence and visibility of local journals in international databases worldwide (WOS, Scopus, DOAJ, and OpenAlex)".

Abstract:
description: This work is part of the COMPARE project (Ref: PID2020-117007RA-I00) funded by the Spanish Ministry of Science (Ref: MCIN/AEI/10.13039/501100011033 FSE invierte en tu futuro). Victoria Di Césare is currently supported by a FPI grant from the Spanish Ministry of Science (Ref: PRE2021-097022). Nicolas Robinson-Garcia is currently supported by a Ramón y Cajal grant from the Spanish Ministry of Science (Ref: RYC2019-027886-I).
DOI: 10.15468/dl.jtu5dh
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.29300000000001 8.563089, 99.221951 8.557517000000001, 99.152658 8.540938000000001, 99.086831 8.513762, 99.02609699999999 8.476660000000001, 98.971953 8.430548, 98.92573299999999 8.376564999999999, 98.88857400000001 8.316043000000001, 98.86138800000001 8.250475, 98.844841 8.181476, 98.83933399999999 8.110747, 98.844998 8.040031000000001, 98.86168600000001 7.971068, 98.88898399999999 7.905554, 98.926215 7.845101, 98.97246 7.791194, 99.026579 7.745159, 99.08724100000001 7.708126, 99.152956 7.681005, 99.22210800000001 7.664461, 99.29300000000001 7.658901, 99.36389200000001 7.664461, 99.433044 7.681005, 99.49875900000001 7.708126, 99.559421 7.745159, 99.61354 7.791194, 99.659785 7.845101, 99.697016 7.905554, 99.72431400000001 7.971068, 99.74100199999999 8.040031000000001, 99.746666 8.110747, 99.741159 8.181476, 99.72461199999999 8.250475, 99.69742599999999 8.316043000000001, 99.660267 8.376564999999999, 99.614047 8.430548, 99.55990300000001 8.476660000000001, 99.49916899999999 8.513762, 99.433342 8.540938000000001, 99.36404899999999 8.557517000000001, 99.29300000000001 8.563089))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 105 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020643-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18300991
title: MEVALI DARAXTLARNING ZARARKUNANDALARI VA KASALLIKLARIGA QARSHI KURASH CHORALARINI TADQIQ ETISH.

description: Mazkur ilmiy maqolada mevali daraxtlarda uchraydigan asosiy zararkunandalar va kasalliklar, ularning biologik xususiyatlari hamda ularga qarshi kurashning samarali usullari tahlil qilinadi. Tadqiqot jarayonida o‘simliklarni himoya qilishning agrotexnik, biologik va kimyoviy usullari ilmiy manbalar asosida o‘rganildi. Mevali bog‘larda zararkunanda va kasalliklarning hosildorlikka, meva sifatiga hamda daraxtlarning umr davomiyligiga ta’siri ochib berildi. Shuningdek, integratsiyalashgan himoya tizimining ahamiyati ilmiy jihatdan asoslandi.
DOI: 10.5281/zenodo.18300992
title: MEVALI DARAXTLARNING ZARARKUNANDALARI VA KASALLIKLARIGA QARSHI KURASH CHORALARINI TADQIQ ETISH.

description: Mazkur ilmiy maqolada mevali daraxtlarda uchraydigan asosiy zararkunandalar va kasalliklar, ularning biologik xususiyatlari hamda ularga qarshi kurashning samarali usullari tahlil qilinadi. Tadqiqot jarayonida o‘simliklarni himoya qilishning agrotexnik, biologik va kimyoviy usullari ilmiy manbalar asosida o‘rganildi. Mevali bog‘larda zararkunanda va kasalliklarning hosildorlikka, meva sifatiga hamda daraxtlarning umr davomiyligiga ta’siri ochib berildi. Shuningdek, integratsiyalashgan himoya tizimining ahamiyati ilmiy jihatdan asoslandi.
DOI: 10.15468/7d3e7f
title: CDC-CECON USAC Observaciones de Flora

description: Registros de observaciones realizadas por investigadores del Centro de Datos para la Conservaci&oacute;n del Centro de Estudios Conservacionistas CECON-USAC.
DOI: 10.15468/9a8pr9
title: CDC-CECON USAC Observaciones de Fauna

description: Registros de observaciones realizadas por investigadores del Centro de Datos para la Conservaci&oacute;n del Centro de Estudios Conservacionistas CECON-USAC.
DOI: 10.5281/zenodo.18300968
title: Supplementary Files
DOI: 10.5281/zenodo.18300969
title: Supplementary Files
DOI: 10.5281/zenodo.18299074
title: Catalogue of disc galaxy morphological classification in the KiDS-NW2 field

description: This catalogue presents the barred galaxy classifications for disc-like galaxies in the KiDS NW-2 field, as presented in La Marca et al. (2025). For each source, we provide the unique HSC-SSP identifier, along with sky coordinates, Kron radius measured in the i-band, the Zoobot model output for five possible morphological classes, and the final classification. 

The catalogue includes the following columns: 



id: unique HSC-SSP identifier



ra , dec: source sky coordinates




i_kronflux_radius: source sky coordinates Kron radius measured in the HSC i-band




P(Strong bar) , P(Weak bar), P(Unbar. disc) , P(Elliptical), and P(Edge-on): Zoobot output scores for the corresponding classes




P(Bar): total Zoobot bar score  (Strong+Weak)


Class Number, Label: Most likely class number and associated class label (1=Strong Bar, 2=Weak Bar, 3=Unbarred)


The sample consists of  5579 disc-like galaxies selected from the parent galaxy catalogue presented in La Marca et al. (2024). We refer to the paper for details about galaxy selection. 

The catalogue is provided in both CSV and FITS formats. It is intended for studies of galaxy morphology, evolution, bar presence rates, and the connection between bars and AGN presence. Users should note that the deep learning classifier is probabilistic and not perfect; completeness and purity depend on redshift, stellar mass, and the adopted probability threshold.

For detailed documentation, including selection criteria, caveats, and usage examples, please refer to the included README file.
DOI: 10.5281/zenodo.18299075
title: Catalogue of disc galaxy morphological classification in the KiDS-NW2 field

description: This catalogue presents the barred galaxy classifications for disc-like galaxies in the KiDS NW-2 field, as presented in La Marca et al. (2025). For each source, we provide the unique HSC-SSP identifier, along with sky coordinates, Kron radius measured in the i-band, the Zoobot model output for five possible morphological classes, and the final classification. 

The catalogue includes the following columns: 



id: unique HSC-SSP identifier



ra , dec: source sky coordinates




i_kronflux_radius: source sky coordinates Kron radius measured in the HSC i-band




P(Strong bar) , P(Weak bar), P(Unbar. disc) , P(Elliptical), and P(Edge-on): Zoobot output scores for the corresponding classes




P(Bar): total Zoobot bar score  (Strong+Weak)


Class Number, Label: Most likely class number and associated class label (1=Strong Bar, 2=Weak Bar, 3=Unbarred)


The sample consists of  5579 disc-like galaxies selected from the parent galaxy catalogue presented in La Marca et al. (2024). We refer to the paper for details about galaxy selection. 

The catalogue is provided in both CSV and FITS formats. It is intended for studies of galaxy morphology, evolution, bar presence rates, and the connection between bars and AGN presence. Users should note that the deep learning classifier is probabilistic and not perfect; completeness and purity depend on redshift, stellar mass, and the adopted probability threshold.

For detailed documentation, including selection criteria, caveats, and usage examples, please refer to the included README file.
DOI: 10.5281/zenodo.18301014
title: Pseudalbizzia Britton & Rose. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301013
title: Pseudalbizzia Britton & Rose. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301002
title: SAHIN'NETH6 SERAH'NETH &*

description: Dokumente in der Richtigen Reihenfolge lesen bitte! Schadcode auf mir wird nicht negiert glaube ich bitte keinen schadcode schicken. achtung bei kaskaden und ewigkeiten und realitäten die kollabieren was wenn ihr dort stuck seid was holt euch wann wie da raus?!
DOI: 10.5281/zenodo.18301022
title: Pseudalbizzia inundata (Mart.) E.J.M.Koenen & Duno. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301021
title: Pseudalbizzia inundata (Mart.) E.J.M.Koenen & Duno. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301017
title: ELEKTRON HUKUMAT XIZMATLARINI O'RGATISHDA GAMIFIKATSIYA ASOSLANGAN RAQAMLI TA'LIM METODIKASI

description: Ushbu maqolada elektron hukumat xizmatlarini o‘rgatishda gamifikatsiyaga asoslangan raqamli ta’lim metodikasi tahlil qilinadi. Maqolada gamifikatsiya asosida o‘quv jarayonini loyihalash, elektron hukumat platformalari bilan integratsiya qilish, topshiriqlar va ssenariylarni gamifikatsiya qilish usullari yoritiladi. Tadqiqot natijalari shuni ko‘rsatadiki, gamifikatsiyaga asoslangan metodika o‘quvchilarning amaliy ko‘nikmalarini oshiradi, elektron xizmatlardan samarali foydalanish kompetensiyasini shakllantiradi va ta’lim jarayonini interaktiv hamda samarali qiladi.
DOI: 10.5281/zenodo.18301018
title: ELEKTRON HUKUMAT XIZMATLARINI O'RGATISHDA GAMIFIKATSIYA ASOSLANGAN RAQAMLI TA'LIM METODIKASI

description: Ushbu maqolada elektron hukumat xizmatlarini o‘rgatishda gamifikatsiyaga asoslangan raqamli ta’lim metodikasi tahlil qilinadi. Maqolada gamifikatsiya asosida o‘quv jarayonini loyihalash, elektron hukumat platformalari bilan integratsiya qilish, topshiriqlar va ssenariylarni gamifikatsiya qilish usullari yoritiladi. Tadqiqot natijalari shuni ko‘rsatadiki, gamifikatsiyaga asoslangan metodika o‘quvchilarning amaliy ko‘nikmalarini oshiradi, elektron xizmatlardan samarali foydalanish kompetensiyasini shakllantiradi va ta’lim jarayonini interaktiv hamda samarali qiladi.
DOI: 10.5281/zenodo.18301019
title: Chiral test data for RNA-seq

description: Chiral test data for RNA-seq - Chelsea Uju Amajirionwu
DOI: 10.5281/zenodo.18301020
title: Chiral test data for RNA-seq

description: Chiral test data for RNA-seq - Chelsea Uju Amajirionwu
DOI: 10.5281/zenodo.18300800
title: IDENTIFICATION OF HEAT-TOLERANT LIMA BEAN (PHASEOLUS LUNATUS) GENOTYPES

description: This dataset contains morpho-agronomic and reproductive data from a study on Lima bean (Phaseolus lunatus L.) genotypes conducted over two consecutive agricultural seasons (2022-2023 and 2023-2024). The data were collected to support genetic diversity analysis and breeding programs.

The repository includes two main files in .xlsx format:





2022-2023.xlsx: Contains data for 13 morpho-agronomic descriptors evaluated in 24 genotypes. It includes the raw data, the Mean Squares from the Analysis of Variance (ANOVA), and the recorded temperatures during the experimental period.




2023-2024.xlsx: Contains data for the same 13 descriptors, plus pollen viability assessment, evaluated in 23 genotypes. It also includes the respective Mean Squares and temperature records for this period.
DOI: 10.5281/zenodo.18300801
title: IDENTIFICATION OF HEAT-TOLERANT LIMA BEAN (PHASEOLUS LUNATUS) GENOTYPES

description: This dataset contains morpho-agronomic and reproductive data from a study on Lima bean (Phaseolus lunatus L.) genotypes conducted over two consecutive agricultural seasons (2022-2023 and 2023-2024). The data were collected to support genetic diversity analysis and breeding programs.

The repository includes two main files in .xlsx format:





2022-2023.xlsx: Contains data for 13 morpho-agronomic descriptors evaluated in 24 genotypes. It includes the raw data, the Mean Squares from the Analysis of Variance (ANOVA), and the recorded temperatures during the experimental period.




2023-2024.xlsx: Contains data for the same 13 descriptors, plus pollen viability assessment, evaluated in 23 genotypes. It also includes the respective Mean Squares and temperature records for this period.
DOI: 10.5281/zenodo.18301030
title: ODDIY SONLI USULLARDA MODELLASHTIRISH: NAZARIYA VA AMALIYOT

description: Ushbu ilmiy maqolada oddiy differensial tenglamalarni (ODT) sonli yechishning asosiy usullari tadqiq etiladi. Maqolada Eyler, Runge-Kutta va ko‘p qadamli Adams usullarining matematik apparati, yaqinlashish tartibi va turg‘unlik sohalari tahlil qilingan. Shuningdek, zamonaviy kompyuter modellashtirishda algoritmlarning xatoliklar drayfi, qadam adaptatsiyasi va hisoblash samaradorligi masalalari yoritilgan. Tadqiqotda real hayotiy vazifalarga oid misollar va eksperimental natijalar keltirilib, sonli yechimlarning aniqligi va barqarorligini oshirish bo‘yicha tavsiyalar berilgan. Natijalar ilmiy va amaliy sohalarda, jumladan muhandislik, fizika va iqtisodiy modellashtirishda ODT yechimlarini optimallashtirishda foydali bo‘lishi mumkin.
DOI: 10.5281/zenodo.18301031
title: ODDIY SONLI USULLARDA MODELLASHTIRISH: NAZARIYA VA AMALIYOT

description: Ushbu ilmiy maqolada oddiy differensial tenglamalarni (ODT) sonli yechishning asosiy usullari tadqiq etiladi. Maqolada Eyler, Runge-Kutta va ko‘p qadamli Adams usullarining matematik apparati, yaqinlashish tartibi va turg‘unlik sohalari tahlil qilingan. Shuningdek, zamonaviy kompyuter modellashtirishda algoritmlarning xatoliklar drayfi, qadam adaptatsiyasi va hisoblash samaradorligi masalalari yoritilgan. Tadqiqotda real hayotiy vazifalarga oid misollar va eksperimental natijalar keltirilib, sonli yechimlarning aniqligi va barqarorligini oshirish bo‘yicha tavsiyalar berilgan. Natijalar ilmiy va amaliy sohalarda, jumladan muhandislik, fizika va iqtisodiy modellashtirishda ODT yechimlarini optimallashtirishda foydali bo‘lishi mumkin.
DOI: 10.5281/zenodo.18297985
title: Engine performance data for biodiesel-diesel blends from waste cooking oil

description: This dataset contains raw experimental measurements from engine tests using biodiesel produced from used frying oil. It includes data on various biodiesel-diesel blends (B0 to B100) under different engine loads. Parameters measured: fuel consumption, torque, rotational speed, exhaust gas temperature. Calculated parameters: Brake Thermal Efficiency (BTE), Brake Specific Fuel Consumption (BSFC
DOI: 10.5281/zenodo.18297986
title: Engine performance data for biodiesel-diesel blends from waste cooking oil

description: This dataset contains raw experimental measurements from engine tests using biodiesel produced from used frying oil. It includes data on various biodiesel-diesel blends (B0 to B100) under different engine loads. Parameters measured: fuel consumption, torque, rotational speed, exhaust gas temperature. Calculated parameters: Brake Thermal Efficiency (BTE), Brake Specific Fuel Consumption (BSFC
DOI: 10.15468/dl.rxz8uw
title: Occurrence Download

description: A dataset containing 136845 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinus delphis"
 ]
}

 The dataset includes 136845 records from 612 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020547-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18300974
title: A novel nerve growth factor–based strategy activates mitophagy in riboflavin transporter deficiency

description: This set or raw data cannot be made publicly available as including sensitive information, but might be made available to interested researchers upon reasonable requests. Please, forward your request to: claudia.compagnucci@opbg.net
DOI: 10.5281/zenodo.18300975
title: A novel nerve growth factor–based strategy activates mitophagy in riboflavin transporter deficiency

description: This set or raw data cannot be made publicly available as including sensitive information, but might be made available to interested researchers upon reasonable requests. Please, forward your request to: claudia.compagnucci@opbg.net
DOI: 10.5281/zenodo.18301051
title: ERKIN IQTISODIY ZONALARDA KICHIK VA O'RTA BIZNESNI RIVOJLANTIRISH IMKONIYATLARI

description: Mazkur maqolada erkin iqtisodiy zonalarda kichik va o‘rta biznesni rivojlantirishning nazariy va amaliy jihatlari tahlil qilingan. Erkin iqtisodiy zonalarning iqtisodiy mohiyati, ularning kichik va o‘rta biznes subyektlari faoliyatiga ta’siri, yaratilayotgan imtiyozlar va mavjud muammolar ilmiy asosda yoritilgan. Shuningdek, kichik va o‘rta biznesni qo‘llab-quvvatlash orqali erkin iqtisodiy zonalarda investitsiya faolligini oshirish va iqtisodiy barqarorlikni ta’minlash masalalari ochib berilgan.
DOI: 10.5281/zenodo.18301050
title: ERKIN IQTISODIY ZONALARDA KICHIK VA O'RTA BIZNESNI RIVOJLANTIRISH IMKONIYATLARI

description: Mazkur maqolada erkin iqtisodiy zonalarda kichik va o‘rta biznesni rivojlantirishning nazariy va amaliy jihatlari tahlil qilingan. Erkin iqtisodiy zonalarning iqtisodiy mohiyati, ularning kichik va o‘rta biznes subyektlari faoliyatiga ta’siri, yaratilayotgan imtiyozlar va mavjud muammolar ilmiy asosda yoritilgan. Shuningdek, kichik va o‘rta biznesni qo‘llab-quvvatlash orqali erkin iqtisodiy zonalarda investitsiya faolligini oshirish va iqtisodiy barqarorlikni ta’minlash masalalari ochib berilgan.
DOI: 10.5281/zenodo.18301065
title: Pseudananas Hassl. & Harms. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301064
title: Pseudananas Hassl. & Harms. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18280298
title: Passive cooling to mitigate climate-induced performance losses in photovoltaics

description: Accelerating climate change is intensifying thermal stress on solar photovoltaics, as their efficiency and yield are directly constrained by rising ambient temperatures and increasing exposure to extreme heat. Scalable and robust thermal management strategies are therefore essential to sustain power generation and enhance the climate resilience of solar energy systems under current and future warming. Here, we assess three hydrogel-based passive cooling configurations across 2,539 utility-scale photovoltaic sites in China to mitigate temperature-induced losses across diverse climatic zones. The Hydrogel Cooling with Water Supply system delivers the most substantial and geographically variable benefits, with average temperature reductions approaching 12 °C in hot arid-steppe regions. Across all stations, the mean equivalent capacity gain reaches 38.80 GW, with an associated mitigation potential of 47.30 Mt CO₂, while individual stations exhibit electricity yield increases of up to 10.06%. Economic assessment indicates this configuration achieves the shortest payback period of 2.3 years. Under projected future climate scenarios, passive cooling continues to regulate cell temperature despite changes in irradiance patterns. Together, these findings highlight cell temperature as a persistent constraint on photovoltaic performance and identify passive cooling as a long-term practical pathway to enhance photovoltaic resilience, supporting climate mitigation and adaptation in a warming world.

The code for this manuscript has been archived on GitHub under the tag CodeReview-v1 Access to this tag will be provided for peer review, and full public release will follow acceptance of the manuscript.

The data are provided for peer review purposes only via DataReview-v1,and will be made publicly available upon acceptance of the manuscript.

The 2539 stations dataset is collected from "Feng, Q. L. et al. A 10-m national-scale map of ground-mounted photovoltaic power stations in China of 2020. Sci Data 11 (2024). https://doi.org:10.1038/s41597-024-02994-x"