cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bg6jxh
title: Occurrence Download

description: A dataset containing 4066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "TaxonKey is Anopheles gambiae Giles, 1900",
 "Year 2012-2012"
 ]
}

 The dataset includes 4066 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200473-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8exp48
title: Occurrence Download

description: A dataset containing 7692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nestor notabilis Gould, 1856"
 ]
}

 The dataset includes 7692 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0413818-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwzf7u
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lachnum subvirgineum Baral, Patinellaria sanguinea (Pers.) P.Karst.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 357 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164154-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2t36g
title: Occurrence Download

description: A dataset containing 1982110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is false",
 "TaxonKey is Gentianales"
 ]
}

 The dataset includes 1982110 records from 1023 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0341799-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kw8wu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylosphaera vitifolii",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003002-250914085247600/datasets/export for details.
DOI: 10.57934/0b01e41080372639
title: Milieukosten van bedrijven, publicatiebestand
DOI: 10.15468/dl.kjyptf
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON ((-3.15584 37.73989, -3.155758 37.73971, -3.155664 37.73954, -3.155559 37.73937, -3.155443 37.73921, -3.155316 37.73905, -3.155179 37.7389, -3.155031 37.73875, -3.154874 37.73861, -3.154708 37.73847, -3.154533 37.73835, -3.154349 37.73823, -3.154158 37.73812, -3.15396 37.73801, -3.153755 37.73792, -3.153544 37.73783, -3.153328 37.73775, -3.153107 37.73768, -3.152881 37.73763, -3.152652 37.73758, -3.15242 37.73754, -3.152185 37.73751, -3.151949 37.73749, -3.151712 37.73748, -3.151474 37.73748, -3.151237 37.73748, -3.151 37.7375, -3.150766 37.73753, -3.150533 37.73757, -3.150304 37.73762, -3.150078 37.73768, -3.149856 37.73775, -3.149639 37.73782, -3.149428 37.73791, -3.149223 37.738, -3.149024 37.73811, -3.148832 37.73822, -3.148648 37.73834, -3.148473 37.73846, -3.148306 37.7386, -3.148148 37.73874, -3.148 37.73889, -3.146574 37.74038, -3.146431 37.74054, -3.1463 37.7407, -3.14618 37.74087, -3.146072 37.74104, -3.145976 37.74122, -3.145893 37.74141, -3.145822 37.74159, -3.145308 37.74309, -3.145251 37.74328, -3.145206 37.74347, -3.145175 37.74366, -3.145157 37.74386, -3.145153 37.74405, -3.145161 37.74425, -3.145184 37.74444, -3.145219 37.74463, -3.145268 37.74482, -3.146928 37.75051, -3.146971 37.75064, -3.147021 37.75078, -3.14737 37.75165, -3.147447 37.75183, -3.147535 37.752, -3.147634 37.75217, -3.147744 37.75233, -3.147864 37.75249, -3.147995 37.75264, -3.148136 37.75279, -3.148286 37.75293, -3.148446 37.75307, -3.148614 37.7532, -3.148791 37.75332, -3.148975 37.75343, -3.149167 37.75354, -3.149365 37.75364, -3.14957 37.75373, -3.14978 37.75381, -3.149996 37.75388, -3.150216 37.75394, -3.15044 37.754, -3.150667 37.75404, -3.150896 37.75408, -3.151128 37.75411, -3.151362 37.75412, -3.151596 37.75413, -3.15183 37.75413, -3.152064 37.75412, -3.152296 37.75409, -3.152527 37.75406, -3.152756 37.75402, -3.152981 37.75397, -3.153203 37.75391, -3.153421 37.75384, -3.153634 37.75377, -3.153841 37.75368, -3.154043 37.75359, -3.154238 37.75348, -3.154426 37.75337, -3.154606 37.75326, -3.154779 37.75313, -3.154943 37.753, -3.155098 37.75286, -3.155243 37.75271, -3.155379 37.75256, -3.155505 37.75241, -3.15562 37.75225, -3.155724 37.75208, -3.158049 37.74813, -3.15814 37.74797, -3.158221 37.7478, -3.15829 37.74763, -3.158348 37.74745, -3.158395 37.74728, -3.158431 37.7471, -3.158455 37.74692, -3.158468 37.74674, -3.158469 37.74656, -3.158458 37.74638, -3.158436 37.7462, -3.158402 37.74602, -3.158357 37.74585, -3.158301 37.74567, -3.158234 37.7455, -3.15584 37.73989))"
 ]
}

 The dataset includes 230 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003003-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5wkfz
title: Occurrence Download

description: A dataset containing 194652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeonium gomerense, Allium runemarkii, Armeria pseudarmeria, Armeria rouyana, Asparagus arborescens, Asparagus pastorianus, Asphodelus bento-rainhae, Atriplex lanfrancoi, Centaurea gymnocarpa, Cheirolophus crassifolius, Crambe pritzelii, Crambe wildpretii, Crocus ilvensis, Dracaena draco, Helichrysum melitense, Helosciadium bermejoi, Linaria pseudolaxiflora, Noccaea jankae, Onosma tornensis, Platanthera micrantha, Pleiomeris canariensis, Silene hicesiae, Silene velutina, Succisella carvalhoana, Woodwardia radicans, Aythya nyroca, Calendula maritima, Calendula maritima, Calendula suffruticosa maritima, Calendula suffruticosa maderensis, Eudarcia atlantica, Geomitra moniziana, Margaritifera margaritifera, Narcissus lusitanicus, Olisthopus inclavatus, Renea bourguignatiana, Rubroboletus dupainii, Thinobius newberyi, Geomitra moniziana, Narcissus lusitanicus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 194652 records from 673 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002931-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e410803895e8
title: European Union- Statistics on Income and Living Conditions (EU-SILC) bevat gegevens over inkomen en sociale uitsluiting_inclRIN.
DOI: 10.15468/dl.dy7ebq
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.02640 36.59277,-1.85755 36.59277,-1.85755 37.45989,-4.02640 37.45989,-4.02640 36.59277))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megachile parietina"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003004-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17106814
title: CHEK+EUnet4DBP Maturity Model

description: The CHEK+EUnet4DBP Maturity Model is a validated assessment framework designed to measure and guide the digital transformation of building permit processes in public authorities. Structured across four dimensions, Process, Organisation, Technology, and Information, the model covers 37 key maturity areas (KMAs), each with granular levels of maturity, to help municipalities assess their current status.
DOI: 10.5281/zenodo.17120151
title: CHEK+EUnet4DBP Maturity Model

description: The CHEK+EUnet4DBP Maturity Model is a validated assessment framework designed to measure and guide the digital transformation of building permit processes in public authorities. Structured across four dimensions, Process, Organisation, Technology, and Information, the model covers 37 key maturity areas (KMAs), each with granular levels of maturity, to help municipalities assess their current status.
DOI: 10.15468/dl.9dnkmb
title: Occurrence Download

description: A dataset containing 4509760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 4509760 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002945-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28944785
title: dPrimeCode.txt

description: Code used to calculate d' and relevant other response metrics using Psycho in RStudio
DOI: 10.6084/m9.figshare.28944785.v1
title: dPrimeCode.txt

description: Code used to calculate d' and relevant other response metrics using Psycho in RStudio
DOI: 10.57934/0b01e4108038a868
title: European Union- Statistics on Income and Living Conditions (EU-SILC) bevat gegevens over inkomen en sociale uitsluiting_inclRIN.
DOI: 10.6084/m9.figshare.28944782
title: Experiment 3 Response Data.sav

description: Fake news memory and political idea scale responses for Experiment 3
DOI: 10.6084/m9.figshare.28944782.v1
title: Experiment 3 Response Data.sav

description: Fake news memory and political idea scale responses for Experiment 3
DOI: 10.25919/tc7m-q788
title: Parkes observations for project P1183 semester 2025APRS_18

description: After nearly two years of monitoring, comprising 126.7 hours over 57 observations with the Parkes telescope and 49.4 hours across 101 observations with the FAST telescopes, we have determined that FRB 20220529 is an extremely active repeater. It exhibits one of the longest activity durations and a potential period. Due to frequent observations scheduled with both Parkes and FAST, we recently observed an abrupt rotation measure (RM) flare in this source. This is the first detection of such an ``RM flare'' in a fast radio burst (FRB), suggesting that the source is in an environment with occasionally erupting coronal mass ejection. This presents a unique opportunity to study the eruption environment of FRBs and investigate the relation between burst activity and other burst parameters. If confirmed, the periodicity and the ``RM flare'' of FRB 20220529 would corroborate each other and become a ``smoking gun'' of the binary origin of FRB. In our previous analysis, both Parkes and FAST observations have proven essential. While FAST's higher sensitivity has enabled the capture of many bursts, Parkes' wideband receiver has provided a good burst detection rate even during low-rate phases. Notably, during the RM flare, two high signal-to-noise ratio bursts from Parkes have been crucial in understanding the RM variations. To further investigate FRB 20220529, we have scheduled regular FAST observations every fortnight, monitoring the source for 20 minutes each time. Therefore, we also propose to monitor FRB 20220529 using the Parkes UWL receiver, ensuring high-time resolution and employing full-polarization observations.
DOI: 10.57934/0b01e4108038da75
title: Kenmerken van trajectperiodes van personen met één of meer (gelijktijdig lopende) re-integratietrajecten die worden verzorgd door het Uitvoeringsinstituut Werknemersverzekeringen
DOI: 10.15468/dl.wzzc6j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Planococcus citri",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003011-250914085247600/datasets/export for details.
DOI: 10.57934/0b01e4108038ea51
title: Consumentenprijzen Caribisch Nederland per maand
DOI: 10.15468/dl.3d35fk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Planococcus citri",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003010-250914085247600/datasets/export for details.
DOI: 10.57934/0b01e4108039c860
title: Opleidingsarchief, bevat informatie vanuit verschillende bronnen over door personen gevolgde opleidingen
DOI: 10.57934/0b01e4108039d60f
title: Kenmerken Wmo maatwerkarrangementen
DOI: 10.15468/dl.x3trd9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Planococcus citri",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003009-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28944779
title: Experiment 2 Response Data.sav

description: Fake news memory and political idea scale responses for Experiment 2
DOI: 10.6084/m9.figshare.28944779.v1
title: Experiment 2 Response Data.sav

description: Fake news memory and political idea scale responses for Experiment 2
DOI: 10.57934/0b01e4108039f53c
title: Kenmerken van uitkeringsperiodes van personen met een AOW-uitkering
DOI: 10.57934/0b01e4108039f7a7
title: Enquête Werkgelegenheid en Lonen (EWL)
DOI: 10.15468/dl.txz6zg
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((107.48168 33.22069,107.64249 33.22069,107.64249 33.28508,107.48168 33.28508,107.48168 33.22069))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nipponia nippon",
 "Year 2015-2025"
 ]
}

 The dataset includes 89 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003013-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/khpa-kw88
title: Parkes observations for project P1183 semester 2025APRS_19

description: After nearly two years of monitoring, comprising 126.7 hours over 57 observations with the Parkes telescope and 49.4 hours across 101 observations with the FAST telescopes, we have determined that FRB 20220529 is an extremely active repeater. It exhibits one of the longest activity durations and a potential period. Due to frequent observations scheduled with both Parkes and FAST, we recently observed an abrupt rotation measure (RM) flare in this source. This is the first detection of such an ``RM flare'' in a fast radio burst (FRB), suggesting that the source is in an environment with occasionally erupting coronal mass ejection. This presents a unique opportunity to study the eruption environment of FRBs and investigate the relation between burst activity and other burst parameters. If confirmed, the periodicity and the ``RM flare'' of FRB 20220529 would corroborate each other and become a ``smoking gun'' of the binary origin of FRB. In our previous analysis, both Parkes and FAST observations have proven essential. While FAST's higher sensitivity has enabled the capture of many bursts, Parkes' wideband receiver has provided a good burst detection rate even during low-rate phases. Notably, during the RM flare, two high signal-to-noise ratio bursts from Parkes have been crucial in understanding the RM variations. To further investigate FRB 20220529, we have scheduled regular FAST observations every fortnight, monitoring the source for 20 minutes each time. Therefore, we also propose to monitor FRB 20220529 using the Parkes UWL receiver, ensuring high-time resolution and employing full-polarization observations.
DOI: 10.25919/tskr-gm02
title: Parkes observations for project P1183 semester 2025APRS_20

description: After nearly two years of monitoring, comprising 126.7 hours over 57 observations with the Parkes telescope and 49.4 hours across 101 observations with the FAST telescopes, we have determined that FRB 20220529 is an extremely active repeater. It exhibits one of the longest activity durations and a potential period. Due to frequent observations scheduled with both Parkes and FAST, we recently observed an abrupt rotation measure (RM) flare in this source. This is the first detection of such an ``RM flare'' in a fast radio burst (FRB), suggesting that the source is in an environment with occasionally erupting coronal mass ejection. This presents a unique opportunity to study the eruption environment of FRBs and investigate the relation between burst activity and other burst parameters. If confirmed, the periodicity and the ``RM flare'' of FRB 20220529 would corroborate each other and become a ``smoking gun'' of the binary origin of FRB. In our previous analysis, both Parkes and FAST observations have proven essential. While FAST's higher sensitivity has enabled the capture of many bursts, Parkes' wideband receiver has provided a good burst detection rate even during low-rate phases. Notably, during the RM flare, two high signal-to-noise ratio bursts from Parkes have been crucial in understanding the RM variations. To further investigate FRB 20220529, we have scheduled regular FAST observations every fortnight, monitoring the source for 20 minutes each time. Therefore, we also propose to monitor FRB 20220529 using the Parkes UWL receiver, ensuring high-time resolution and employing full-polarization observations.
DOI: 10.57934/0b01e410803a042e
title: Door het CIZ afgegeven indicatie voor Wlz-zorg.
DOI: 10.57934/0b01e410803a2d15
title: Maandbedragen van personen met een werkloosheidsuitkering
DOI: 10.15468/dl.j7sgxf
title: Occurrence Download

description: A dataset containing 3760 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'EH'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence."year" &gt;= 2001 AND occurrence."year" &lt;= 2025)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 3760 records were derived from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002968-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e410803a3085
title: Overzicht van alle wijken en buurten van gemeenten
DOI: 10.57934/0b01e410803a3251
title: Maandbedragen van personen met een arbeidsongeschiktheidsuitkering
DOI: 10.57934/0b01e410803a5088
title: Schoolverlatersonderzoek (SVO), kenmerken van schoolverlaters die hun vo- of mbo-diploma hebben behaald of die het onderwijs voortijdig hebben verlaten
DOI: 10.6084/m9.figshare.30126688
title: 2025_Optica_Pablo_Agile and Broadband All-Optical Wavelength Conversion with Multi-Wavelength Lasers

description: Data corresponding to the paper on: Agile and Broadband All-Optical Wavelength Conversion with Multi-Wavelength Lasers. In this paper, We demonstrate a novel approach to all-optical wavelength conversion (AOWC) using a monolithically integrated InPmulti-wavelength laser (MWL). By exploiting carrier-induced gain modulation and intermodal coupling within the common gain section, we achieve data wavelength conversion over a 1.3 THz range for signals up to 10 GBd, without the need for an external probe laser. The scheme relies on optical injection of the data signal into the MWL, where strong mode coupling enables transfer of the modulation to other longitudinal modes. A monolithically integrated feedback cavity provides agile switching between three longitudinal modes or even broadcasting across the three channels by adjusting the feedback phase. We evaluate the signal quality of the converted data through BER measurements for various symbol rates, showing both transparent conversion and, at low injection powers, net signal gain. Complementary numerical simulations, based on a multimode extension of the Lang-Kobayashi rate equations, reveal the role of modal gain imbalance and cross-saturation in shaping the conversion efficiency. These results establish a scalable, compact, and energy-efficient route toward agile AOWC devices.