cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14272/kzlzbbzticqzfv-cmphsymrsa-n.3
title: (3S,5S,8R,9S,10S,13S)-3-[tert-butyl(dimethyl)silyl]oxy-10,13-dimethyl-1,2,3,4,5,6,7,8,9,11,12,16-dodecahydrocyclopenta[a]phenanthren-17-one
title: InChI=1S/C25H42O2Si/c1-23(2,3)28(6,7)27-18-12-14-24(4)17(16-18)8-9-19-20-10-11-22(26)25(20,5)15-13-21(19)24/h10,17-19,21H,8-9,11-16H2,1-7H3/t17-,18-,19-,21-,24-,25-/m0/s1

description: This dataset contains experimental data from a sample ((3S,5S,8R,9S,10S,13S)-3-[tert-butyl(dimethyl)silyl]oxy-10,13-dimethyl-1,2,3,4,5,6,7,8,9,11,12,16-dodecahydrocyclopenta[a]phenanthren-17-one, InChI=1S/C25H42O2Si/c1-23(2,3)28(6,7)27-18-12-14-24(4)17(16-18)8-9-19-20-10-11-22(26)25(20,5)15-13-21(19)24/h10,17-19,21H,8-9,11-16H2,1-7H3/t17-,18-,19-,21-,24-,25-/m0/s1). The datasets from the following experiments are available: 1H nuclear magnetic resonance spectroscopy (1H NMR) two-dimensional nuclear magnetic resonance spectroscopy (2D NMR) infrared absorption spectroscopy (IR) mass spectrometry (MS) high-resolution mass spectrometry (HRMS) two-dimensional nuclear magnetic resonance spectroscopy (2D NMR) two-dimensional nuclear magnetic resonance spectroscopy (2D NMR) distortionless enhancement with polarization transfer (DEPT) 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/kzlzbbzticqzfv-cmphsymrsa-n/chmo0000596
title: distortionless enhancement with polarization transfer (DEPT) ((3S,5S,8R,9S,10S,13S)-3-[tert-butyl(dimethyl)silyl]oxy-10,13-dimethyl-1,2,3,4,5,6,7,8,9,11,12,16-dodecahydrocyclopenta[a]phenanthren-17-one)
title: InChI=1S/C25H42O2Si/c1-23(2,3)28(6,7)27-18-12-14-24(4)17(16-18)8-9-19-20-10-11-22(26)25(20,5)15-13-21(19)24/h10,17-19,21H,8-9,11-16H2,1-7H3/t17-,18-,19-,21-,24-,25-/m0/s1

description: dataset for distortionless enhancement with polarization transfer (DEPT) 13C NMR (126 MHz, CDCl3, ppm) δ = 223.0 (Cq, CO), 153.8 (Cq, 14-C), 112.9 (+, 15-CH), 72.1 (+, 3-CH), 55.0 (+, 9-CH), 51.1 (Cq, 13-C), 44.8 (+, 5-CH), 41.6 (–, 16-CH2), 38.6 (–, CH2), 37.1 (–, CH2), 36.1 (Cq, 10-C), 35.6 (+, 8-CH), 33.4 (–, CH2), 31.9 (–, CH2), 29.0 (–, CH2), 28.3 (–, CH2), 26.1 (+, 3 × SiCCH3), 20.9 (–, CH2), 20.1 (+, 18-CH3), 18.4 (Cq, SiC(CH3)3), 12.3 (+, 19-CH3), –4.4 (+, 2 × SiCH3).
DOI: 10.14272/kzlzbbzticqzfv-cmphsymrsa-n/chmo0000595.1
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ((3S,5S,8R,9S,10S,13S)-3-[tert-butyl(dimethyl)silyl]oxy-10,13-dimethyl-1,2,3,4,5,6,7,8,9,11,12,16-dodecahydrocyclopenta[a]phenanthren-17-one)
title: InChI=1S/C25H42O2Si/c1-23(2,3)28(6,7)27-18-12-14-24(4)17(16-18)8-9-19-20-10-11-22(26)25(20,5)15-13-21(19)24/h10,17-19,21H,8-9,11-16H2,1-7H3/t17-,18-,19-,21-,24-,25-/m0/s1

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR) 13C NMR (126 MHz, CDCl3, ppm) δ = 223.0 (Cq, CO), 153.8 (Cq, 14-C), 112.9 (+, 15-CH), 72.1 (+, 3-CH), 55.0 (+, 9-CH), 51.1 (Cq, 13-C), 44.8 (+, 5-CH), 41.6 (–, 16-CH2), 38.6 (–, CH2), 37.1 (–, CH2), 36.1 (Cq, 10-C), 35.6 (+, 8-CH), 33.4 (–, CH2), 31.9 (–, CH2), 29.0 (–, CH2), 28.3 (–, CH2), 26.1 (+, 3 × SiCCH3), 20.9 (–, CH2), 20.1 (+, 18-CH3), 18.4 (Cq, SiC(CH3)3), 12.3 (+, 19-CH3), –4.4 (+, 2 × SiCH3).The spectrum contains signals of an unknown impurity at 12.5, 13.9, 20.6, 21.9, 27.0, 28.6, 31.1, 31.7, 32.0, 35.2, 35.8, 36.0, 37.2, 38.8, 45.1, 48.0, 51.6, 54.6 and 221.7 ppm.
DOI: 10.14272/kzlzbbzticqzfv-cmphsymrsa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ((3S,5S,8R,9S,10S,13S)-3-[tert-butyl(dimethyl)silyl]oxy-10,13-dimethyl-1,2,3,4,5,6,7,8,9,11,12,16-dodecahydrocyclopenta[a]phenanthren-17-one)
title: InChI=1S/C25H42O2Si/c1-23(2,3)28(6,7)27-18-12-14-24(4)17(16-18)8-9-19-20-10-11-22(26)25(20,5)15-13-21(19)24/h10,17-19,21H,8-9,11-16H2,1-7H3/t17-,18-,19-,21-,24-,25-/m0/s1

description: dataset for infrared absorption spectroscopy (IR) IR (ATR, ṽ) = 2927 (m), 2855 (w), 1743 (m), 1448 (w), 1375 (w), 1359 (w), 1250 (w), 1130 (w), 1082 (m), 1059 (m), 1009 (w), 979 (w), 961 (w), 941 (w), 905 (w), 870 (m), 835 (m), 775 (m), 671 (w), 571 (vw), 533 (vw), 397 (vw) cm−1.
DOI: 10.5281/zenodo.6874088
title: Data

description: data
DOI: 10.5281/zenodo.6872776
title: Data

description: data
DOI: 10.21227/fh1g-8k11
title: Lithium-ion battery data set

description: Data Description:A set of four Li-ion batteries (# 5, 6, 7 and 18) were run through 3 different operational profiles (charge, discharge and impedance) at room temperature. Charging was carried out in a constant current (CC) mode at 1.5A until the battery voltage reached 4.2V and then continued in a constant voltage (CV) mode until the charge current dropped to 20mA. Discharge was carried out at a constant current (CC) level of 2A until the battery voltage fell to 2.7V, 2.5V, 2.2V and 2.5V for batteries 5 6 7 and 18 respectively. Impedance measurement was carried out through an electrochemical impedance spectroscopy (EIS) frequency sweep from 0.1Hz to 5kHz. Repeated charge and discharge cycles result in accelerated aging of the batteries while impedance measurements provide insight into the internal battery parameters that change as aging progresses. The experiments were stopped when the batteries reached end-of-life (EOL) criteria, which was a 30% fade in rated capacity (from 2Ahr to 1.4Ahr). This dataset can be used for the prediction of both remaining charge (for a given discharge cycle) and remaining useful life (RUL). Files:B0005.matData for Battery #5B0006.matData for Battery #6B0007.matData for Battery #7B0018.matData for Battery #18 Data Structure:cycle:top level structure array containing the charge, discharge and impedance operationstype: operation  type, can be charge, discharge or impedanceambient_temperature:ambient temperature (degree C)time: the date and time of the start of the cycle, in MATLAB  date vector formatdata:data structure containing the measurements   for charge the fields are:Voltage_measured: Battery terminal voltage (Volts)Current_measured:Battery output current (Amps)Temperature_measured: Battery temperature (degree C)Current_charge:Current measured at charger (Amps)Voltage_charge:Voltage measured at charger (Volts)Time:Time vector for the cycle (secs)   for discharge the fields are:Voltage_measured: Battery terminal voltage (Volts)Current_measured:Battery output current (Amps)Temperature_measured: Battery temperature (degree C)Current_charge:Current measured at load (Amps)Voltage_charge:Voltage measured at load (Volts)Time:Time vector for the cycle (secs)Capacity:Battery capacity (Ahr) for discharge till 2.7V    for impedance the fields are:Sense_current:Current in sense branch (Amps)Battery_current:Current in battery branch (Amps)Current_ratio:Ratio of the above currents Battery_impedance:Battery impedance (Ohms) computed from raw dataRectified_impedance:Calibrated and smoothed battery impedance (Ohms) Re:Estimated electrolyte resistance (Ohms)Rct:Estimated charge transfer resistance (Ohms)
DOI: 10.5281/zenodo.7129824
title: Data on carbon, nitrogen, and phosphorus forms in a north temperate river, Rivière du Nord, Québec, Canada, from 2017 to 2019

description: The Rivière du Nord was sampled at 13 sites along its mainstem once per season from summer 2017 to winter 2020. Sites are numbered by river kilometer (RKm) with the outlet being RKm 0. The dataset includes concentrations (ug/L or mg/L as noted) of total organic carbon, dissolved organic carbon, particulate organic carbon, total nitrogen, total dissolved nitrogen, nitrate, ammonium, dissolved organic nitrogen, total phosphorus, total dissolved phosphorus and particulate phosphorus. It also includes fluorescence metrics derived from PARAFAC EEMs: fluorescence intensities (in Raman units) of 5 dissolved organic matter components (C1-C5), and 5 indices (SUVA-254, CDOM, FI, b:a, HIX). We sampled an additional 12 sites to act as endmembers (5 mainly forested sites, 5 mainly agricultural sites, and 2 wastewater treatment plant measures). Data were used to calculate C:N:P stoichiometry in the paper "Different forms of carbon, nitrogen, and phosphorus influence ecosystem stoichiometry in a north temperate river across seasons and land uses" (https://doi.org/10.1002/lno.11960). Data were used to quantify changes in organic matter composition in the paper "Contrasting seasons and land uses alter riverine dissolved organic matter composition" (https://doi.org/10.1007/s10533-022-00979-9).
DOI: 10.5281/zenodo.7129825
title: Data on carbon, nitrogen, and phosphorus forms in a north temperate river, Rivière du Nord, Québec, Canada, from 2017 to 2019

description: The Rivière du Nord was sampled at 13 sites along its mainstem once per season from summer 2017 to winter 2020. Sites are numbered by river kilometer (RKm) with the outlet being RKm 0. The dataset includes concentrations (ug/L or mg/L as noted) of total organic carbon, dissolved organic carbon, particulate organic carbon, total nitrogen, total dissolved nitrogen, nitrate, ammonium, dissolved organic nitrogen, total phosphorus, total dissolved phosphorus and particulate phosphorus. It also includes fluorescence metrics derived from PARAFAC EEMs: fluorescence intensities (in Raman units) of 5 dissolved organic matter components (C1-C5), and 5 indices (SUVA-254, CDOM, FI, b:a, HIX). We sampled an additional 12 sites to act as endmembers (5 mainly forested sites, 5 mainly agricultural sites, and 2 wastewater treatment plant measures). Data were used to calculate C:N:P stoichiometry in the paper "Different forms of carbon, nitrogen, and phosphorus influence ecosystem stoichiometry in a north temperate river across seasons and land uses" (https://doi.org/10.1002/lno.11960). Data were used to quantify changes in organic matter composition in the paper "Contrasting seasons and land uses alter riverine dissolved organic matter composition" (https://doi.org/10.1007/s10533-022-00979-9).
DOI: 10.5281/zenodo.7194650
title: scRNA_response

description: scRNA_response data object generated by ORCESTRA.
DOI: 10.5281/zenodo.7194649
title: scRNA_response

description: scRNA_response data object generated by ORCESTRA.
DOI: 10.5281/zenodo.7194636
title: cryptomyrus_ogoouensis_zanfona_1.fasta - OK

description: .
DOI: 10.5281/zenodo.7194635
title: cryptomyrus_ogoouensis_zanfona_1.fasta - OK

description: .
DOI: 10.21957/x4vb-3b40
title: Nextgems cycle2: 9km deep on simulation.
DOI: 10.5281/zenodo.7194654
title: scRNA_PC9_Osimertinib

description: scRNA_PC9_Osimertinib data object generated by ORCESTRA.
DOI: 10.5281/zenodo.7194653
title: scRNA_PC9_Osimertinib

description: scRNA_PC9_Osimertinib data object generated by ORCESTRA.
DOI: 10.5281/zenodo.5905454
title: Supplementary Repository S4

description: Evaluation of MAIA and UnKnoT object detection with different adjustments to the training procedure based on IFeaLiD visualizations.
DOI: 10.5281/zenodo.5905474
title: Supplementary Repository S6

description: MMDetection configs and inference results of four object detection methods for comparison with MAIA and UnKnoT. The <code>inference.py</code> script was used to perform the object detection with the trained models. The script requires MMDetection.
DOI: 10.5281/zenodo.5905475
title: Supplementary Repository S6

description: MMDetection configs and inference results of four object detection methods for comparison with MAIA and UnKnoT. The <code>inference.py</code> script was used to perform the object detection with the trained models. The script requires MMDetection.
DOI: 10.5281/zenodo.5912986
title: Supplementary Repository S6

description: MMDetection configs and inference results of four object detection methods for comparison with MAIA and UnKnoT. The <code>inference.py</code> script was used to perform the object detection with the trained models. The script requires MMDetection.
DOI: 10.5281/zenodo.5905453
title: Supplementary Repository S4

description: Evaluation of MAIA and UnKnoT object detection with different adjustments to the training procedure based on IFeaLiD visualizations.
DOI: 10.5281/zenodo.5912990
title: Supplementary Repository S4

description: Evaluation of MAIA and UnKnoT object detection with different adjustments to the training procedure based on IFeaLiD visualizations.
DOI: 10.5281/zenodo.5817365
title: Supplementary Repository S5

description: IFeaLiD feature maps of the images <code>05602019-04-0606-57-09.JPG</code> and <code>02472019-04-0606-09-35.JPG</code> of the SO268/2_100-1 dataset. The original images are licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0). The "untrained" feature maps were produced with a single forward pass through ResNet101 initialized with weights trained on COCO. The "trained" feature maps were produces with a forward pass through ResNet101 initialized with COCO and trained for 30 epochs on 12,224 expert annotations in the SO268/2_160-1 and SO268/2_164-1 datasets.
DOI: 10.5281/zenodo.5817366
title: Supplementary Repository S5

description: IFeaLiD feature maps of the images <code>05602019-04-0606-57-09.JPG</code> and <code>02472019-04-0606-09-35.JPG</code> of the SO268/2_100-1 dataset. The original images are licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0). The "untrained" feature maps were produced with a single forward pass through ResNet101 initialized with weights trained on COCO. The "trained" feature maps were produces with a forward pass through ResNet101 initialized with COCO and trained for 30 epochs on 12,224 expert annotations in the SO268/2_160-1 and SO268/2_164-1 datasets.
DOI: 10.5281/zenodo.7194565
title: Klebsiella pneumoniae centrifuge DB

description: Contains files for using Centrifuge as a binar classificaiton of plasmid contigs in K. pneumoniae.
DOI: 10.5281/zenodo.7194564
title: Klebsiella pneumoniae centrifuge DB

description: Contains files for using Centrifuge as a binar classificaiton of plasmid contigs in K. pneumoniae.
DOI: 10.5281/zenodo.7194638
title: حريق قرية موركة يقضى على ٩٥ ٪ من نخليها والفاعل مجهول , في الأخبار أغسطس 11

description: pdf print of Facebook post by Sudan Videos, reproducing a news item of Nubokeen about a date palm fire on Saï. Belongs to Ille & Salah 2022: Walking on fire (journal Sources).
DOI: 10.5281/zenodo.7194637
title: حريق قرية موركة يقضى على ٩٥ ٪ من نخليها والفاعل مجهول , في الأخبار أغسطس 11

description: pdf print of Facebook post by Sudan Videos, reproducing a news item of Nubokeen about a date palm fire on Saï. Belongs to Ille & Salah 2022: Walking on fire (journal Sources).
DOI: 10.5281/zenodo.5905421
title: Supplementary Repository S2

description: SQL queries, query results and Python code that were used to estimate the average "real world" annotation time on biigle.de. User IDs were anonymized with consistend randomized IDs (using <code>anonymize-ids.py</code>). Example usage to reproduce the results: <pre>python annotation-time.py annotation-time-anonymized.csv</pre>
DOI: 10.5281/zenodo.5905422
title: Supplementary Repository S2

description: SQL queries, query results and Python code that were used to estimate the average "real world" annotation time on biigle.de. User IDs were anonymized with consistend randomized IDs (using <code>anonymize-ids.py</code>). Example usage to reproduce the results: <pre>python annotation-time.py annotation-time-anonymized.csv</pre>
DOI: 10.5281/zenodo.5905439
title: Supplementary Repository S3

description: SQL queries and query results that were used to estimate the precision of MAIA jobs with UnKnoT on biigle.de.
DOI: 10.5281/zenodo.5905440
title: Supplementary Repository S3

description: SQL queries and query results that were used to estimate the precision of MAIA jobs with UnKnoT on biigle.de.
DOI: 10.5281/zenodo.5905406
title: Supplementary Repository S1

description: SQL queries and query results that were used to estimate the precision of MAIA jobs on biigle.de.
DOI: 10.5281/zenodo.5905407
title: Supplementary Repository S1

description: SQL queries and query results that were used to estimate the precision of MAIA jobs on biigle.de.
DOI: 10.6084/m9.figshare.21325587
title: raw data for 1067640

description: <strong>the raw data for 1067640 "The Initial Installed Base and Subsidy Strategy of the Emerging Standards: A Simulation Analysis Based on Cellular Automata"?</strong>
DOI: 10.6084/m9.figshare.21325587.v1
title: raw data for 1067640

description: <strong>the raw data for 1067640 "The Initial Installed Base and Subsidy Strategy of the Emerging Standards: A Simulation Analysis Based on Cellular Automata"?</strong>
DOI: 10.5281/zenodo.7190038
title: Ameliorative potential of combined application of poultry manure and Portland cement on the hydraulic and mechanical properties of a degraded paleustult of

description: Data is linked to the article as reflected in the title stated above. Details of the article could be seen in Archives of Agronomy and Sil Science
DOI: 10.5281/zenodo.7190037
title: Ameliorative potential of combined application of poultry manure and Portland cement on the hydraulic and mechanical properties of a degraded paleustult of

description: Data is linked to the article as reflected in the title stated above. Details of the article could be seen in Archives of Agronomy and Sil Science
DOI: 10.5281/zenodo.7190820
title: Assimilation of aerosol optical depth into the Warn-on-Forecast System for Smoke (WoFS-Smoke)

description: Model data and code for: <strong>Assimilation of aerosol optical depth into the Warn-on-Forecast System for Smoke (WoFS-Smoke)</strong>
DOI: 10.5281/zenodo.7190819
title: Assimilation of aerosol optical depth into the Warn-on-Forecast System for Smoke (WoFS-Smoke)

description: Model data and code for: <strong>Assimilation of aerosol optical depth into the Warn-on-Forecast System for Smoke (WoFS-Smoke)</strong>
DOI: 10.6084/m9.figshare.21325626
title: PKR_primate.fasta

description: Tutorial: Dataset for PKR analysis
DOI: 10.6084/m9.figshare.21325626.v1
title: PKR_primate.fasta

description: Tutorial: Dataset for PKR analysis
DOI: 10.6084/m9.figshare.20552223
title: pretrained_models

description: Pretrained models that were used for OntoVAE manuscript. recount3_GTEx_GO: This model was trained with the ontobj GO_ensembl_ontobj.pickle recount3_GTEx_HPO: This model was trained with the ontobj HPO_ontobj.pickle Kang_PBMC_unstimulated_GO: This model was trained with the ontobj GO_symbol_ontobj.pickle
DOI: 10.6084/m9.figshare.20552223.v1
title: pretrained_models

description: Pretrained models that were used for OntoVAE manuscript. recount3_GTEx_GO: This model used the GO_ensembl files and was trained with trimming thresholds of 30 and 1000 on the GTEx data. recount3_GTEx_HPO: This model used the HPO files and was trained with trimming thresholds of 10 and 1000 on the GTEx data. PBMC_unstimulated_GO: This model used the GO_symbol files and was trained with trimming thresholds of 30 and 1000 on the unstimulated cells from the PBMC dataset. <br> The models were trained with onto-vae v0.1.0
DOI: 10.6084/m9.figshare.20532045
title: datasets

description: Expression data and annotation files for datasets used in the manuscript.
DOI: 10.6084/m9.figshare.20532045.v1
title: recount3_GTEx

description: GTEx bulk RNA-seq data were downloaded from recount3 database using the R package recount3. *_annot.csv: Sample annotation *_GO_trimmed_expr.npy: 2d numpy array containing log tpm values, can be used as input for OntoVAE with the files from Gene_Ontology (GO_ensembl_*) *_HPO_trimmed_expr.npy: 2d numpy array containing log tpm values, can be used as input for OntoVAE with the files from Human_Phenotype_Ontology
DOI: 10.6084/m9.figshare.20531835
title: Ontobj

description: Preprocessed ontobj to use for training of OntoVAE (VAE with ontology in latent space and decoder) models (https://github.com/hdsu-bioquant/onto-vae). <br> GO_ensembl_ontobj.pickle: Gene Ontology with ensembl identifiers, trimmed with thresholds 1000 and 30, recount3 GTEx dataset matched <br> GO_symbol_ontobj.pickle: Gene Ontology with gene symbols, trimmed with thresholds 1000 and 30, Kang PBMC unstimulated data matched <br> HPO_ontobj.pickle: Human Phenotype Ontology with gene symbols, trimmed with thresholds 1000 and 100, recount3 GTEx dataset matched
DOI: 10.6084/m9.figshare.20531835.v1
title: Gene_Ontology

description: All files from the preprocessed Gene Ontology (GO). <br> *_annot.csv: Files containing annotation for the GO terms. *_genes.txt: Files containing list of genes that could be mapped to the ontology. *_graph.json: Dict with mapping children -&gt; parent *_desc_genes.json: Dict with mapping term -&gt; all descendant genes *_masks.pickle: Binary masks used to initialize the decoder wiring of OntoVAE. <br> *_trimmed_*: trimmed version of a file, for GO, thresholds of 30 and 1000 were used. <br> <br>
DOI: 10.5281/zenodo.7194676
title: hippopotamyrus_longilateralis_zanfona_1.fasta.gz

description: .
DOI: 10.5281/zenodo.7194675
title: hippopotamyrus_longilateralis_zanfona_1.fasta.gz

description: .
DOI: 10.17909/5ydb-ex84
title: Data from A Dual QSO at Cosmic Noon

description: Imaging data of wise-selected red quasars for W2M J1220+1126 that reveals a dual source
DOI: 10.17909/s2sz-t252
title: Data from A Dual QSO at Cosmic Noon

description: STIS spatially resolved spectrum of the Dual QSO in G750L
DOI: 10.6084/m9.figshare.21311091
title: 51 optrA-positive Streptococcus suis Genome sequencing and assembly

description: To study the genetic environment of optrA gene in Streptococcus suis
DOI: 10.6084/m9.figshare.21311091.v3
title: 51 optrA-positive Streptococcus suis Genome sequencing and assembly

description: To study the genetic environment of optrA gene in Streptococcus suis
DOI: 10.6084/m9.figshare.21311091.v2
title: 51 optrA-positive Streptococcus suis Genome sequencing and assembly

description: To study the genetic environment of optrA gene in Streptococcus suis
DOI: 10.7910/dvn/haxnw5
title: Replication Data for: Thirty years of agronomy research for development in irrigated rice-based cropping systems in the West African Sahel: Achievements and perspectives

description: Rice (Oryza spp.) is an important food crop and plays an essential role in food security in the Sahel region in West Africa. The Africa Rice Center (AfricaRice) Regional Station for the Sahel was established in 1976 to respond to the demand for increased domestic production through research for development (R4D). This paper aims to review 30 years of rice agronomy R4D in this region and provide perspectives for future research. Rice is mainly grown by smallholders in irrigated systems in the Sahel, where productivity is higher than in other African regions. However, there is still a large gap between potential yield and actual yield obtained by farmers, due to various factors including sub-optimal crop management (e.g. nutrient, weed, water management) and abiotic stresses (e.g. extreme temperatures, salt-affected soils). AfricaRice has developed crop simulation models, integrated crop management practices, water-saving technologies, agronomic interventions alongside salt-tolerant varieties, and decision-support tools for field-specific nutrient management (e.g. “RiceAdvice”). While evaluation of agronomic options is well covered in the literature, there is limited information on scaling and impact in terms of improved smallholder livelihoods. While results from long-term soil fertility trials show that double-cropping rice with appropriate fertilizer application can be sustainable, models that integrate climate change indicate a huge risk of yield reduction due to heat stress, especially in the dry season, unless adaptations such as change in sowing date and varietal improvement are applied. There has been limited research on farming systems beyond plot-level agronomy, and less focus on environmental and social sustainability than economic sustainability (i.e. yield and profit). Further R4D efforts are needed to scale out and scale-up agronomic options for enhancing the productivity and sustainability of irrigated rice-based cropping systems in the Sahel in the context of increasing competition for water, land, and labor under increasingly extreme weather conditions. Digital approaches such as the decision support tool “RiceAdvice” could play an important role in out-scaling of productive, profitable, and sustainable agronomic options.