@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix hycl: <http://purl.org/petapico/o/hycl#> .
@prefix cito: <http://purl.org/spar/cito/> .
@prefix schema1: <http://schema.org/> .

<http://purl.org/aida/Heliothermic%20lizard%20populations%20experience%20local%20extinction%20when%20the%20cumulative%20daily%20hours%20of%20activity%20restriction%20during%20the%20critical%20reproductive%20period%20(h_r,%20computed%20as%20the%20hours%20per%20day%20when%20operative%20temperature%20exceeds%20the%20species'%20preferred%20body%20temperature)%20exceed%20a%20family-specific%20threshold.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1126/science.1184695>, <https://doi.org/10.15468/dl.rh4rfn>,
    <https://w3id.org/sciencelive/np/RA1q6c0fG2bMbiozF8Az2UpIfzAzqp8hoVEl6QIzfUpH8>;
  schema1:about <http://www.wikidata.org/entity/Q123509>, <http://www.wikidata.org/entity/Q125928>,
    <http://www.wikidata.org/entity/Q139684181>, <http://www.wikidata.org/entity/Q250388>,
    <http://www.wikidata.org/entity/Q27532>, <http://www.wikidata.org/entity/Q7150>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RACn8FAhvm0l6u4E1-LCGznZknh9XA28kfgY2GQUSpFnc> .

<http://purl.org/aida/Projected%20per-species%20rankings%20of%20Iberian%20Bombus%20extirpation%20risk%20under%20future%20climate%20are%20sensitive%20to%20the%20spatial%20grid%20resolution%20of%20the%20analysis,%20particularly%20for%20species%20with%20sparse%20historical%20distribution.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1126/science.aax8591>, <https://doi.org/10.5281/zenodo.20113777>,
    <https://doi.org/10.5281/zenodo.20113780>;
  schema1:about <http://www.wikidata.org/entity/Q125928>, <http://www.wikidata.org/entity/Q47041>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAErLL_QSe3e0pKBxHkUHH5v49F66fFVuS2OmYMJz02OY> .

<http://purl.org/aida/Increased%20thermal%20exposure%20between%20historical%20baseline%20and%20recent%20climate%20predicts%20higher%20probability%20of%20local%20extirpation%20in%20Iberian%20Bombus%20populations.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1126/science.aax8591>;
  schema1:about <http://www.wikidata.org/entity/Q125928>, <http://www.wikidata.org/entity/Q47041>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAErLL_QSe3e0pKBxHkUHH5v49F66fFVuS2OmYMJz02OY> .

<http://purl.org/aida/On%20the%20HEALPix-NESTED%20substrate,%20719%20of%20765%20(94.0%20percent)%20marine%20biodiversity%20occurrences%20from%20GBIF%20in%20the%20Western%20Australian%20region%20during%202011%20sat%20on%20cells%20that%20experienced%20marine-heatwave%20conditions%20during%20the%20documented%20Ningaloo%20Ni%C3%B1o%20event%20of%20February-March%202011.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.pocean.2015.12.014>, <https://doi.org/10.1126/science.aad8745>;
  schema1:about <http://www.wikidata.org/entity/Q125928>, <http://www.wikidata.org/entity/Q7150>,
    <http://www.wikidata.org/entity/Q7173>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAjXiO3nmUGCW-r1PMKSXKDcbsX4gQYzzHffGfCYGGFjc> .

<http://purl.org/aida/On%20the%20HEALPix-NESTED%20substrate,%20a%20sphere-harmonic%20band-pass%20matched%20filter%20trained%20on%20a%20cosmology-like%20Domain%20A%20with%20features%20at%20uniformly-random%20sphere%20locations%20classifies%20a%20climate-like%20Domain%20B%20with%20features%20confined%20to%20high%20latitudes%20at%201.000%20accuracy%20without%20retraining,%20while%20an%20equivalent%20lat-lon%20flat%20matched%20filter%20trained%20identically%20drops%20from%201.000%20in-domain%20to%200.845%20on%20the%20same%20cross-domain%20transfer.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://arxiv.org/abs/1801.10130>, <https://arxiv.org/abs/2012.15000>,
    <https://doi.org/10.1029/2023MS004021>, <https://doi.org/10.1086/427976>;
  schema1:about <http://www.wikidata.org/entity/Q2539>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/np/RAn4ChpN8nXUYA_z1gDSMA_pN95nm5CmmKksIpOLM3L74> .

<http://purl.org/aida/On%20the%20HEALPix-NESTED%20substrate,%20a%20sphere-harmonic%20band-pass%20matched%20filter%20trained%20on%20low-latitude%20marine-heatwave%20events%20maintains%201.000%20detection%20accuracy%20at%20the%2070-80%C2%B0%20latitude%20band%20while%20an%20equivalent%20lat-lon%20flat%20matched%20filter%20trained%20identically%20collapses%20to%200.500%20detection%20accuracy%20at%20the%20same%20band.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://arxiv.org/abs/1801.10130>, <https://arxiv.org/abs/2012.15000>,
    <https://doi.org/10.1029/2023MS004021>, <https://doi.org/10.1086/427976>;
  schema1:about <http://www.wikidata.org/entity/Q2539>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAwXnEfd93PfqsvVkYm4XsZ4CJTjgQ_kF8NfExx_S_Xsk> .

<http://purl.org/aida/The%20HEALPix%20family%20%E2%80%94%20including%20HEALPix-on-WGS84%20via%20authalic-sphere%20mapping%20(healpix-geo%20/%20Ellipsoidal%20HEALPix)%20and%20rHEALPix%20%E2%80%94%20is%20fit%20for%20purpose%20as%20the%20common%20Discrete%20Global%20Grid%20System%20substrate%20for%20integrating%20biodiversity%20occurrence%20data%20with%20high-resolution%20Copernicus%20Earth-observation%20products%20and%20Destination%20Earth%20climate-model%20output.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01966-x>, <https://doi.org/10.1086/427976>,
    <https://doi.org/10.1559/152304003100011090>, <https://doi.org/10.5281/zenodo.19848749>;
  schema1:about <http://www.wikidata.org/entity/Q25303673>, <http://www.wikidata.org/entity/Q2539>,
    <http://www.wikidata.org/entity/Q47041>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA8RCTeiVtWApSnpA6bbmosV5icozwLcIuK-7NrBZuFLk> .

<http://purl.org/aida/Stacking+multi-scale+scattering+features+on+top+of+a+convolutional+neural+network%27s+softmax+probabilities+lifts+mean+rare-class+recall+on+plankton+classification+by+8.4+percentage+points+at+a+0.72+percentage-point+cost+to+aggregate+top-1+accuracy.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1051/0004-6361/202244566>, <https://doi.org/10.3389/fmars.2025.1699781>,
    <https://doi.org/10.5281/zenodo.10554845>, <https://doi.org/10.5281/zenodo.15269453>,
    <https://doi.org/10.5281/zenodo.19701133>;
  schema1:about <http://www.wikidata.org/entity/Q113009580>, <http://www.wikidata.org/entity/Q17084460>,
    <http://www.wikidata.org/entity/Q184755>, <http://www.wikidata.org/entity/Q25367>,
    <http://www.wikidata.org/entity/Q2539>, <http://www.wikidata.org/entity/Q3604063>,
    <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAH71F0FaKHQ2OZ-k_mGaO0GB501kDHo_ZqY6ScBbtep4> .

<http://purl.org/aida/Using+WGS84+ellipsoid+geometry+instead+of+perfect-sphere+HEALPix+improves+scattering-transform+sea-surface-temperature+gap-filling+accuracy+at+operational+resolution.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1051/0004-6361/202244566>, <https://doi.org/10.5281/zenodo.19686691>,
    <https://doi.org/10.5281/zenodo.19793350>;
  schema1:about <http://www.wikidata.org/entity/Q11902211>, <http://www.wikidata.org/entity/Q131089>,
    <http://www.wikidata.org/entity/Q1348989>, <http://www.wikidata.org/entity/Q1507383>,
    <http://www.wikidata.org/entity/Q5629401>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA9hvGhxFk1QOqFhSAUKzWbIyE0sdRduQgQOIzdVZvHJo> .

<http://purl.org/aida/Scattering+transforms+can+fill+cloud+gaps+in+satellite+sea+surface+temperature+observations+using+a+gap-free+reference+product+as+a+statistical+target.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1051/0004-6361/202244566>, <https://doi.org/10.5281/zenodo.19793350>;
  schema1:about <http://www.wikidata.org/entity/Q1507383>, <http://www.wikidata.org/entity/Q199687>,
    <http://www.wikidata.org/entity/Q43518>, <http://www.wikidata.org/entity/Q5629401>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAUqGWdJOve1i0KCOCZhPfXT9qXquiS3qFdLNLgKu-j-I> .

<http://purl.org/aida/Scattering%20transforms%20on%20the%20sphere%20can%20synthesise%20astrophysical%20maps%20that%20match%20the%20multi-scale%20non-Gaussian%20statistics%20of%20a%20target%20input.>
  a hycl:AIDA-Sentence;
  schema1:about <http://www.wikidata.org/entity/Q1364887>, <http://www.wikidata.org/entity/Q338>,
    <http://www.wikidata.org/entity/Q37547>, <http://www.wikidata.org/entity/Q46575268>,
    <http://www.wikidata.org/entity/Q5629401>, <http://www.wikidata.org/entity/Q7048759>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAWvryGSpOem0bvHN8n9Oxb-YtE3SkPZCfjrsTX0vL_tA> .

<http://purl.org/aida/A%20convolutional%20neural%20network%20identifies%20phytoplankton%20taxa%20across%2095%20classes%20with%2086.3%25%20top-1%20accuracy%20and%2098.8%25%20top-5%20accuracy.>
  a hycl:AIDA-Sentence;
  schema1:about <http://www.wikidata.org/entity/Q113009580>, <http://www.wikidata.org/entity/Q17084460>,
    <http://www.wikidata.org/entity/Q184755>, <http://www.wikidata.org/entity/Q2539>,
    <http://www.wikidata.org/entity/Q7173>, <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAm0R_xdfpZCX8jGhrMU8LQonht0X6qvfApCekmUCwvgQ> .

<http://purl.org/aida/Local%20extirpation%20rate%20in%20bumble%20bee%20species%20increases%20with%20the%20frequency%20at%20which%20local%20temperatures%20exceed%20species-specific%20historically%20observed%20thermal%20tolerances.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1126/science.aax8591>;
  schema1:about <http://www.wikidata.org/entity/Q1141466>, <http://www.wikidata.org/entity/Q123509>,
    <http://www.wikidata.org/entity/Q125928>, <http://www.wikidata.org/entity/Q250388>,
    <http://www.wikidata.org/entity/Q2922293>, <http://www.wikidata.org/entity/Q7225689>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAQ9l3vNjaSUeYZ8A0wgrzDPEbQQXBbd8jMszJ8pBzoiw> .

<http://purl.org/aida/EarthCARE%20Level-2%20data%20from%20the%20Multi-Spectral%20Imager%20(MSI),%20Atmospheric%20Lidar%20(ATLID),%20and%20Cloud%20Profiling%20Radar%20(CPR)%20can%20be%20converted%20to%20HEALPix%20Discrete%20Global%20Grid%20System%20cells%20on%20the%20WGS84%20ellipsoid%20while%20preserving%20variable-type%20aggregation%20semantics.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://earth.esa.int/eogateway/catalog/earthcare-esa-l2-products>,
    <https://earthcarehandbook.earth.esa.int/>, <https://earthcarehandbook.earth.esa.int/catalogue/atl_ebd_2a>;
  schema1:about <http://www.wikidata.org/entity/Q117479905>, <http://www.wikidata.org/entity/Q1277576>,
    <http://www.wikidata.org/entity/Q199687>, <http://www.wikidata.org/entity/Q5629401>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA0Rg7kYXtQDneG21v8goU6k7IMMTlc47IQNuvt48bB0Y> .

<http://purl.org/aida/Standard%20supervised%20pretraining%20achieves%20comparable%20cross-domain%20few-shot%20classification%20accuracy%20on%20satellite%20imagery%20to%20episodic%20meta-learning%20with%20less%20training%20time.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1007/978-3-030-58583-9_8>, <https://doi.org/10.48550/arXiv.1703.05175>;
  schema1:about <http://www.wikidata.org/entity/Q110797734>, <http://www.wikidata.org/entity/Q197536>,
    <http://www.wikidata.org/entity/Q334384>, <http://www.wikidata.org/entity/Q6027324>,
    <http://www.wikidata.org/entity/Q6822311>, <http://www.wikidata.org/entity/Q816747>,
    <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA-bVr4LQBaoZPSWEyLFLWdoC7BTcObJ6ykgtBSml5cp4> .

<http://purl.org/aida/Cross-domain%20few-shot%20classification%20accuracy%20on%20Sentinel-2%20satellite%20imagery%20depends%20on%20matching%20the%20backbone%20architecture,%20image%20resolution,%20and%20training%20procedure%20of%20the%20original%20benchmark.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1007/978-3-030-58583-9_8>, <https://doi.org/10.48550/arXiv.1703.05175>;
  schema1:about <http://www.wikidata.org/entity/Q110797734>, <http://www.wikidata.org/entity/Q1425625>,
    <http://www.wikidata.org/entity/Q197536>, <http://www.wikidata.org/entity/Q6027324>,
    <http://www.wikidata.org/entity/Q6822311>, <http://www.wikidata.org/entity/Q816747>,
    <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA-bVr4LQBaoZPSWEyLFLWdoC7BTcObJ6ykgtBSml5cp4> .

<http://purl.org/aida/Prototypical%20Networks%20with%20a%20four-block%20convolutional%20backbone%20classify%20Sentinel-2%20satellite%20land%20cover%20types%20from%20a%20small%20number%20of%20labeled%20examples%20when%20trained%20on%20everyday%20photographs.>
  a hycl:AIDA-Sentence, hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1007/978-3-030-58583-9_8>, <https://doi.org/10.48550/arXiv.1703.05175>,
    <https://doi.org/10.1007/978-3-030-58583-9_8>, <https://doi.org/10.48550/arXiv.1703.05175>;
  schema1:about <http://www.wikidata.org/entity/Q110797734>, <http://www.wikidata.org/entity/Q197536>,
    <http://www.wikidata.org/entity/Q6027324>, <http://www.wikidata.org/entity/Q816747>,
    <http://www.wikidata.org/entity/Q98526763>, <http://www.wikidata.org/entity/Q110797734>,
    <http://www.wikidata.org/entity/Q138526891>, <http://www.wikidata.org/entity/Q197536>,
    <http://www.wikidata.org/entity/Q6027324>, <http://www.wikidata.org/entity/Q816747>,
    <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA-bVr4LQBaoZPSWEyLFLWdoC7BTcObJ6ykgtBSml5cp4>,
    <https://w3id.org/sciencelive/np/RA-bVr4LQBaoZPSWEyLFLWdoC7BTcObJ6ykgtBSml5cp4> .

<http://purl.org/aida/Prototypical%20Networks%20classify%20land%20cover%20types%20in%20Sentinel-2%20satellite%20imagery%20from%20a%20small%20number%20of%20labeled%20examples.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1007/978-3-030-58583-9_8>, <https://doi.org/10.1109/JSTARS.2019.2918242>,
    <https://doi.org/10.48550/arXiv.1703.05175>;
  schema1:about <http://www.wikidata.org/entity/Q110797734>, <http://www.wikidata.org/entity/Q197536>,
    <http://www.wikidata.org/entity/Q199687>, <http://www.wikidata.org/entity/Q3001793>,
    <http://www.wikidata.org/entity/Q4302480>, <http://www.wikidata.org/entity/Q6027324>,
    <http://www.wikidata.org/entity/Q98526763>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RA7g02DAdAV4zUy1_u7_lD7GnTDPkbnpyUIsfGDmv-yyE> .

<http://purl.org/aida/Sea%20surface%20temperature%20is%20the%20primary%20driver%20of%20fish%20community%20structure%20across%20Northeast%20Atlantic%20shelf%20seas.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1111/gcb.16633>;
  schema1:about <http://www.wikidata.org/entity/Q1507383>, <http://www.wikidata.org/entity/Q152>,
    <http://www.wikidata.org/entity/Q7150>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAzy03sZgyjiQONhr5-f0bgw_kPqdf1nddc9xbOGa-OxM> .

<http://purl.org/aida/Increasing%20frequency%20of%20temperatures%20exceeding%20species-specific%20historical%20thermal%20limits%20predicts%20local%20extinction%20of%20Bombus%20species%20across%20Europe%20and%20North%20America.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1126/science.aax8591>, <https://doi.org/10.6084/m9.figshare.9956471>;
  schema1:about <http://www.wikidata.org/entity/Q117051118>, <http://www.wikidata.org/entity/Q123509>,
    <http://www.wikidata.org/entity/Q125928>, <http://www.wikidata.org/entity/Q12837>,
    <http://www.wikidata.org/entity/Q2922293>, <http://www.wikidata.org/entity/Q7225689>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAjR2IWE17ndvDcHwENg2K2JM8WeRwxDRpMiynQCSHlEk> .

<http://purl.org/aida/Privacy-preserving%20verification%20using%20zk-SNARKs%20can%20operate%20across%20a%20multi-party%20chain%20where%20each%20party%20proves%20the%20correctness%20of%20their%20computation%20without%20revealing%20private%20inputs%20to%20other%20parties.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.48550/arXiv.2506.16347>;
  schema1:about <http://www.wikidata.org/entity/Q191943>, <http://www.wikidata.org/entity/Q492886>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAwKU8so5QbWzDKm1E1Zc0yh4HOfIx3eYszmO9Lv7v4Ng> .

<http://purl.org/aida/zk-SNARK%20proofs%20are%20compact%20enough%20to%20be%20bundled%20with%20standard%20compliance%20reports%20without%20significant%20overhead%20regardless%20of%20the%20number%20of%20input%20measurements.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.48550/arXiv.2506.16347>;
  schema1:about <http://www.wikidata.org/entity/Q191943>, <http://www.wikidata.org/entity/Q2493>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAUXG-6TNTcNd042eALoNmhfT43EhZEFP3yDSwyuPOB3M> .

<http://purl.org/aida/Cryptographic%20signatures%20from%20secure%20hardware%20elements%20on%20sensor%20devices%20can%20be%20verified%20inside%20a%20zk-SNARK%20circuit%20to%20prove%20that%20input%20data%20is%20authentic%20without%20revealing%20the%20measurements.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.48550/arXiv.2506.16347>;
  schema1:about <http://www.wikidata.org/entity/Q191943>, <http://www.wikidata.org/entity/Q220849>;
  <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAiqr9IHb-SHGqOQIF4uVrP9MLZTRb_NhN1YZSVoG39yk> .

<http://purl.org/aida/Zero-knowledge%20proofs%20based%20on%20zk-SNARKs%20can%20verify%20that%20environmental%20sensor%20readings%20satisfy%20regulatory%20compliance%20thresholds%20without%20revealing%20the%20underlying%20measurement%20values.>
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<http://purl.org/aida/ODRL%20policies%20published%20as%20signed%20nanopublications%20enable%20fully%20automated,%20cryptographically%20verifiable%20access%20control%20for%20FAIR%20research%20datasets,%20with%20sub-second%20policy%20evaluation%20and%20a%20complete%20audit%20trail%20of%20every%20access%20decision.>
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<http://purl.org/aida/WGS84%20ellipsoid%20indexing%20assigns%20pixels%20to%20substantially%20different%20HEALPix%20cells%20than%20sphere-based%20indexing%20at%20mid%20and%20high%20latitudes.>
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<http://purl.org/aida/HEALPix%20indexing%20via%20healpix-geo%20achieves%20equivalent%20DGGS%20performance%20to%20H3%20on%20both%20sphere%20and%20WGS84%20ellipsoid.>
  a hycl:AIDA-Sentence;
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<http://purl.org/aida/Attention%20mechanisms%20in%20the%20U-Net%20architecture%20enabled%20the%20model%20to%20focus%20on%20burnt%20areas%20and%20improve%20accuracy%20and%20efficiency%2C%20especially%20in%20detecting%20edges%20and%20small%20areas%20where%20burnt%20and%20non-burnt%20pixels%20are%20mixed%20together.>
  a hycl:AIDA-Sentence;
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    <https://www.wikidata.org/wiki/Q169950> .

<http://purl.org/aida/Bi-temporal%20input%20incorporating%20both%20pre-fire%20and%20post-fire%20Sentinel-2%20imagery%20enhanced%20model%20performance%20across%20diverse%20environmental%20areas%20compared%20to%20traditional%20single-input%20U-Net%20models.>
  a hycl:AIDA-Sentence;
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<http://purl.org/aida/BiAU-Net%20achieved%20improvements%20over%20the%20Fire_cci51%20baseline%20of%2011.56%25%20in%20Overall%20Accuracy%2C%2029.08%25%20in%20Precision%2C%207.06%25%20in%20Recall%2C%2019.90%25%20in%20F1-score%2C%2015.44%25%20in%20Balanced%20Accuracy%2C%2029.90%25%20in%20Kappa%20Coefficient%2C%20and%2028.29%25%20in%20Matthews%20Correlation%20Coefficient%20for%20wildfire%20burnt%20area%20mapping.>
  a hycl:AIDA-Sentence;
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    <https://www.wikidata.org/wiki/Q169950> .

<http://purl.org/aida/BiAU-Net%20demonstrated%20superior%20performance%20in%20detecting%20small%20burnt%20areas%20and%20boundary%20regions%20where%20burnt%20and%20non-burnt%20pixels%20are%20mixed%20together%2C%20addressing%20key%20limitations%20of%20previous%20deep%20learning%20models.>
  a hycl:AIDA-Sentence;
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    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/BiAU-Net%20outperformed%20traditional%20machine%20learning%20models%20including%20Support%20Vector%20Machines%20and%20Random%20Forest%2C%20which%20require%20handcrafted%20engineering%20and%20often%20perform%20well%20in%20training%20areas%20but%20poorly%20when%20transferred%20to%20different%20areas%20due%20to%20varying%20environments.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
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    <https://www.wikidata.org/wiki/Q2539> .

<http://purl.org/aida/BiAU-Net%20using%20Sentinel-2%20imagery%20at%2020%20m%20spatial%20resolution%20offers%20higher%20accuracy%20than%20global%20wildfire%20products%20Fire_cci51%20and%20MODIS%20MCD64A1%2C%20which%20have%20limitations%20at%20250%20m%20and%20500%20m%20resolution%20and%20often%20overlook%20small%20fires.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
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    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/Data%20augmentation%20methods%20including%20rotating%20from%2010%C2%B0%20left%20to%2010%C2%B0%20right%20with%20mirroring%2C%20reversing%20left%20and%20right%2C%20and%20zooming%20by%20a%20factor%20of%200.85%20were%20implemented%20to%20enhance%20model%20training.>
  a hycl:AIDA-Sentence;
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    <https://www.wikidata.org/wiki/Q2539> .

<http://purl.org/aida/Focal%20Loss%20addresses%20class%20imbalance%20by%20down-weighting%20easy-to-classify%20examples%20and%20placing%20more%20emphasis%20on%20hard-to-classify%20examples%20through%20tunable%20parameters%20%CE%B1%20%28weight%20between%20positive%20and%20negative%20samples%29%20and%20%CE%B3%20%28focusing%20parameter%20for%20adjusting%20loss%20magnitude%29.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q192776>, <http://www.wikidata.org/entity/Q197536>,
    <https://www.wikidata.org/wiki/Q2539> .

<http://purl.org/aida/For%20areas%20with%20similar%20environmental%20conditions%20to%20the%20training%20area%20%28Bredbo%2C%20Australia%20and%20Tarragona%2C%20Spain%29%2C%20BiAU-Net%20achieved%20Overall%20Accuracy%20of%200.941%20and%200.939%20respectively%2C%20demonstrating%20robust%20performance%20across%20Mediterranean%20and%20temperate%20forest%20ecosystems.>
  a hycl:AIDA-Sentence;
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    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/For%20the%20Chico%2C%20California%20test%20area%2C%20BiAU-Net%20with%20DLoss%2BFLoss%20achieved%20an%20Overall%20Accuracy%20of%200.968%2C%20Precision%20of%200.974%2C%20Recall%20of%200.949%2C%20F1-score%20of%200.961%2C%20Balanced%20Accuracy%20of%200.965%2C%20Kappa%20Coefficient%20of%200.934%2C%20and%20Matthews%20Correlation%20Coefficient%20of%200.929.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q197536>, <https://www.wikidata.org/wiki/Q169950>,
    <https://www.wikidata.org/wiki/Q99> .

<http://purl.org/aida/In%20test%20areas%20with%20significantly%20different%20environmental%20conditions%20from%20the%20training%20area%20%28such%20as%20Nairobi%2C%20Kenya%20with%20red%20soil%29%2C%20bi-temporal%20input%20enabled%20the%20model%20to%20consider%20spectral%20changes%20caused%20by%20wildfires%20as%20features%2C%20achieving%20an%20Overall%20Accuracy%20of%200.816%20despite%20minimal%20spectral%20similarity.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q114>, <https://www.wikidata.org/wiki/Q169950>,
    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/The%20BiAU-Net%20architecture%20incorporates%20attention%20gates%20at%20each%20up-sampling%20step%20that%20dynamically%20assess%20feature%20relevance%20to%20create%20attention%20weights%2C%20amplifying%20significant%20features%20and%20reducing%20the%20influence%20of%20unnecessary%20ones.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q192776>, <http://www.wikidata.org/entity/Q197536>,
    <https://www.wikidata.org/wiki/Q169950> .

<http://purl.org/aida/The%20BiAU-Net%20model%20achieved%20the%20highest%20overall%20performance%20compared%20to%20state-of-the-art%20wildfire%20burnt%20area%20detection%20models%2C%20as%20evidenced%20by%20the%20highest%20F1-score%20and%20Matthews%20Correlation%20Coefficient%20values.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <https://www.wikidata.org/wiki/Q169950>, <https://www.wikidata.org/wiki/Q2539>,
    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/The%20BiAU-Net%20model%20demonstrated%20good%20generalizability%20across%20five%20testing%20areas%20in%20different%20continents%20%28United%20States%2C%20Spain%2C%20Australia%2C%20Indonesia%2C%20and%20Kenya%29%20when%20trained%20on%20a%20single%20wildfire%20event%20in%20California.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <https://www.wikidata.org/wiki/Q169950>, <https://www.wikidata.org/wiki/Q2539>,
    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/The%20BiAU-Net%20model%20was%20trained%20using%20Sentinel-2%20MSI%20Level%202A%20product%20with%20a%20false%20color%20band%20combination%20of%20Band12%20%28SWIR%3A%202114.9-2289.9%20%CE%BCm%29%2C%20Band11%20%28SWIR%3A%201568.2-1659.2%20%CE%BCm%29%2C%20and%20Band8A%20%28Narrow%20NIR%3A%20854.2-875.2%20%CE%BCm%29%20at%2020%20m%20spatial%20resolution.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q199687>, <https://www.wikidata.org/wiki/Q169950>,
    <https://www.wikidata.org/wiki/Q4302480> .

<http://purl.org/aida/The%20code%20and%20dataset%20for%20BiAU-Net%20are%20publicly%20available%20on%20GitHub%20at%20https%3A%2F%2Fgithub.com%2FTangSui122%2FBi-temporal-Wildfire-Burnt-Area-Detection.git%2C%20facilitating%20reproducibility%20and%20follow-on%20research%20efforts.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q1130645>, <http://www.wikidata.org/entity/Q309823>,
    <https://www.wikidata.org/wiki/Q169950> .

<http://purl.org/aida/The%20combination%20of%20Dice%20Loss%20and%20Focal%20Loss%20as%20the%20loss%20function%20significantly%20improved%20model%20performance%20in%20handling%20imbalanced%20datasets%2C%20with%20BiAU-Net%20achieving%20a%20Balanced%20Accuracy%20score%20of%200.965%20compared%20to%200.930%20for%20BiU-Net%20in%20the%20Chico%20wildfire%20case.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q197536>, <https://www.wikidata.org/wiki/Q169950>,
    <https://www.wikidata.org/wiki/Q2539> .

<http://purl.org/aida/The%20model%20processes%20pre-fire%20and%20post-fire%20satellite%20images%20through%20two%20symmetrical%20convolutions%20and%20max-pooling%20in%20the%20encoder%20phase%20to%20extract%20features%2C%20with%20four%20rounds%20of%20down-sampling%20producing%20four%20pairs%20of%20pre-%20and%20post-fire%20feature%20maps%20across%20varying%20scales.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q192776>, <http://www.wikidata.org/entity/Q197536>,
    <http://www.wikidata.org/entity/Q199687> .

<http://purl.org/aida/The%20model%20training%20utilized%20a%20batch%20size%20of%206%2C%20conducted%2050%20epochs%2C%20initialized%20the%20learning%20rate%20at%200.1%20with%20scheduled%20decrease%20by%20a%20factor%20of%200.5%20between%20the%2030th%20to%2050th%20epochs%2C%20and%20used%20Stochastic%20Gradient%20Descent%20optimizer.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q192776>, <http://www.wikidata.org/entity/Q197536>,
    <https://www.wikidata.org/wiki/Q2539> .

<http://purl.org/aida/The%20training%20dataset%20for%20BiAU-Net%20included%20306%20tiles%20from%20the%20Chico%20wildfire%20with%20278%20tiles%20%28approximately%2091%25%29%20used%20for%20training%20and%2028%20tiles%20%28approximately%209%25%29%20for%20validation%2C%20with%20each%20tile%20including%20256%C3%97256%20pixels.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1016/j.jag.2024.104034>;
  schema1:about <http://www.wikidata.org/entity/Q197536>, <https://www.wikidata.org/wiki/Q169950>,
    <https://www.wikidata.org/wiki/Q99> .

<http://purl.org/aida/The%20Sentinel-2%20Level-1C%20satellite%20observation%20can%20be%20converted%20to%20a%20HEALPix%20DGGS%20multiscale%20pyramid%2C%20enabling%20efficient%20visualization%20from%20global%20overview%20to%2010m%20resolution.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/I-ADOPT%20variable%20decomposition%20is%20applied%20to%20the%20metadata%20of%20the%20Sentinel-2%20Level-1C%20satellite%20observation%20dataset.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20Sentinel-2%20Level-1C%20satellite%20observation%20was%20successfully%20converted%20to%20a%20HEALPix%20Discrete%20Global%20Grid%20System%20%28DGGS%29%20multiscale%20pyramid%20using%20the%20xhealpixify%20tool.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/Mean%20aggregation%20between%20levels%20is%20used%20for%20resampling%20in%20the%20HEALPix%20multiscale%20pyramid.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20HEALPix%20Discrete%20Global%20Grid%20System%20%28DGGS%29%20can%20be%20applied%20to%20both%20ocean%20model%20outputs%20and%20Earth%20observation%20data%2C%20such%20as%20Sentinel-2%20Level-1C%20satellite%20observations%2C%20for%20efficient%20visualization%20and%20analysis.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20Sentinel-2%20Level-1C%20satellite%20observation%20is%20converted%20to%20a%20HEALPix%20DGGS%20multiscale%20pyramid%2C%20covering%20a%20region%20in%20Normandy%2C%20France%2C%20with%20a%20spatial%20coverage%20of%20~48.5%C2%B0N%E2%80%9349.5%C2%B0N%2C%200.5%C2%B0E%E2%80%931.5%C2%B0E.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20dataset%20is%20machine-actionable%2C%20allowing%20for%20interactive%20visualization%20at%20any%20zoom%20level%20through%20the%20FAIR2Adapt%20dashboard.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20HEALPix%20multiscale%20pyramid%20has%2011%20levels%2C%20with%20the%20finest%20level%20having%20a%20resolution%20of%20approximately%2010%20meters%20and%20the%20coarsest%20level%20having%20a%20resolution%20of%20approximately%2010%20kilometers.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20dataset%20is%20stored%20in%20a%20Cloud-optimized%20Zarr%20format%20with%20nested%20HEALPix%20indexing%20on%20the%20WGS84%20ellipsoid%2C%20enabling%20efficient%20data%20retrieval%20and%20visualization.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20HEALPix%20DGGS%20multiscale%20pyramid%20allows%20for%20efficient%20visualization%20of%20Sentinel-2%20Level-1C%20satellite%20data%20from%20global%20overview%20to%2010m%20resolution.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-dggs/sentinel_bbox_l20_pyramid.zarr/7> .

<http://purl.org/aida/The%20FAIR%20Digital%20Objects%20are%20packaged%20in%20RO-Crates%20with%20nanopublications%20and%20registered%20in%20ROHub%20for%20discovery%20and%20reuse%2C%20enabling%20the%20sharing%20and%20reuse%20of%20data.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR2Adapt%20pipeline%20transforms%20RiOMAR%20hindcast%20simulations%20into%20FAIR%20Digital%20Objects%2C%20making%20high-resolution%20coastal%20ocean%20model%20outputs%20accessible%20and%20analyzable%20for%20climate%20adaptation%20planning.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR%20data%20processing%20pipeline%20transforms%20RiOMAR%20outputs%20into%20FAIR%20Digital%20Objects%2C%20achieving%20over%2090%25%20compliance%20in%20pilot%20demonstrations%20on%20representative%20datasets.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR2Adapt%20project%27s%20data%20processing%20pipeline%20adheres%20to%20AGILE%20Reproducible%20Paper%20Guidelines%2C%20utilizing%20version-controlled%20workflows%2C%20containerized%20environments%2C%20and%20comprehensive%20provenance%20metadata%20to%20ensure%20reproducibility.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR2Adapt%20project%27s%20data%20processing%20pipeline%20transforms%20RiOMAR%20outputs%20into%20Analysis-Ready%20Cloud-Optimized%20%28ARCO%29%20Zarr%20format.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20pipeline%20incorporates%20STAC%20%28SpatioTemporal%20Asset%20Catalog%29%20with%20oceanographic%20domain%20semantics%20from%20I-ADOPT%20to%20enhance%20metadata%20enrichment.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR%20data%20processing%20pipeline%20regrids%20curvilinear%20ocean%20model%20outputs%20to%20ellipsoidal%20HEALPix%2C%20converts%20to%20ARCO%20Zarr%20format%2C%20and%20enriches%20metadata%20using%20STAC%20with%20oceanographic%20domain%20semantics%20from%20I-ADOPT%2C%20resulting%20in%20FAIR%20Digital%20Objects.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20RiOMAR%20hindcast%20simulations%20%281980-2020%29%20reveal%20significant%20water%20quality%20degradation%20patterns%20along%20French%20Atlantic%20coasts%2C%20which%20can%20inform%20climate%20adaptation%20strategies.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/The%20FAIR2Adapt%20project%27s%20data%20processing%20pipeline%20successfully%20transforms%20RiOMAR%20ocean%20model%20outputs%20into%20FAIR%20Digital%20Objects%20by%20regridding%20curvilinear%20data%20to%20ellipsoidal%20HEALPix%20using%20the%20healpix-geo%20library.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://pangeo-eosc-minioapi.vm.fedcloud.eu/afouilloux-riomar/small_hp_pyramid.zarr> .

<http://purl.org/aida/Diversification%20on%20the%20time-scale%20of%20a%20few%20hundred%20generations%20in%20simulations%20aligns%20with%20empirical%20divergence%20times%20estimated%20for%20whitefish.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/The%20absence%20of%20predators%20in%20a%20niche%20results%20in%20fish%20not%20needing%20to%20grow%20large%20and%20thus%20evolving%20earlier%20maturation.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Colonization%20of%20the%20profundal%20niche%20was%20observed%20mainly%20when%20its%20carrying%20capacity%20was%20the%20largest.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Dispersal%20had%20to%20be%20fitness-dependent%20to%20enable%20diversification.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Diversification%20required%20mating%20to%20be%20assortative%20with%20respect%20to%20both%20size%20and%20ecological%20niche.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/The%20cases%20with%20all%20three%20morphs%20present%20were%20very%20rare%20in%20simulations%2C%20occurring%20only%205%20times%20in%20the%20Colonization-L%20scenario%20under%20specific%20conditions%20of%20large%20carrying%20capacity%20for%20the%20profundal%20niche%20and%20weak%20predation%20from%20trout%20and%20burbot.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Single%20pelagic%20morph%20lakes%20%28with%20extinction%20of%20the%20littoral%20morph%29%20were%20observed%20in%20simulations%20under%20high%20predation%20by%20pike%20and%20perch%20but%20were%20more%20common%20in%20the%20Colonization-G%20scenario.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Colonization%20of%20the%20profundal%20niche%20largely%20required%20the%20absence%20of%20burbot%20which%20is%20the%20only%20predator%20that%20can%20be%20found%20there.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Colonization%20of%20the%20pelagic%20niche%20largely%20required%20the%20absence%20of%20brown%20trout%20which%20is%20the%20only%20pelagic%20predator%20in%20model%20assumptions.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/The%20emergence%20of%20the%20pelagic%20morph%20and%20the%20maintenance%20of%20the%20littoral%20morph%20was%20a%20frequent%20outcome%20in%20both%20colonization%20scenarios%20%28about%2040%25%29.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-020-63684-3>, <https://doi.org/10.18710/PI8PJQ> .

<http://purl.org/aida/Model%20performance%20for%20predicting%20foliar%20content%20decreased%20when%20tested%20on%20new%20sample%20types%20with%20low%20nitrogen%20and%20phosphorus%20content%2C%20particularly%20mosses%20and%20senescent%20leaves.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/Functional%20groups%20differed%202-3%20fold%20in%20their%20average%20foliar%20nitrogen%20and%20phosphorus%20content%2C%20while%20foliar%20carbon%20content%20was%20more%20similar%20among%20functional%20groups.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/The%20arctic-alpine%20NIRS%20models%20incorporating%20samples%20from%20both%20biogeographic%20regions%20%28Alps%20and%20Fennoscandia%29%20performed%20similarly%20to%20their%20region-specific%20counterparts.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/Biogeographic%20region-specific%20NIRS%20calibration%20models%20showed%20similar%20performance%20for%20foliar%20nitrogen%20and%20carbon%20content%20but%20reduced%20precision%20for%20phosphorus.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/The%20relative%20standard%20deviation%20%28RSD%29%20of%20NIRS-derived%20measures%20for%20foliar%20nitrogen%2C%20phosphorus%2C%20and%20carbon%20were%20within%20the%20accepted%20range%20for%20analytical%20method%20precision%20requirements.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/The%20arctic-alpine%20NIRS%20models%20successfully%20predicted%20foliar%20nitrogen%2C%20phosphorus%2C%20and%20carbon%20content%20in%20samples%20from%20a%20new%20biogeographic%20region%20%28Svalbard%29%20with%20good%20precision.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/Calibration%20models%20for%20foliar%20nitrogen%2C%20phosphorus%2C%20and%20carbon%20content%20using%20Near-Infrared%20Reflectance%20Spectroscopy%20%28NIRS%29%20performed%20well%20with%20high%20R-squared%20validation%20values%20%28R2%20validation%20%3D%200.94%2C%20RMSEP%20%3D%200.20%25%20for%20nitrogen%3B%20R2%20validation%20%3D%200.76%2C%20RMSEP%20%3D%200.05%25%20for%20phosphorus%3B%20R2%20validation%20%3D%200.82%2C%20RMSEP%20%3D%201.16%25%20for%20carbon%29.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41598-019-44558-9>, <https://doi.org/10.18710/CXRCUW> .

<http://purl.org/aida/The%20wild-type%20crucian%20carp%20genome%20assembly%20showed%20superior%20contiguity%20with%20a%20contig-level%20N50%20of%2015%20Mbp%20compared%20to%20other%20cyprinid%20assemblies.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20final%20structural%20annotation%20contained%20a%20more%20optimal%20length%20distribution%20of%20multi-exonic%20transcripts%20compared%20to%20previous%20methods.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/PASA%20annotation%20using%20IsoSeq%20full-length%20transcripts%20significantly%20improved%20the%20total%20count%20and%20structure%20of%20transcripts%20from%2063%2C098%20to%2082%2C557.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20contig%20identified%20as%20the%20mitochondrial%20genome%20had%20an%20annotated%20length%20of%2016%2C603%20bp%2C%20similar%20to%20the%20expected%20size%20of%20mitochondrial%20genomes.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20longest%20scaffold%20of%20the%20genome%20was%2051.1%20Mbp%2C%20and%20the%20shortest%20contig%20at%2050%25%20of%20the%20total%20assembly%20length%20%28N50%29%20was%2031.7%20Mbp.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/Among%20the%20290%20scaffolded%20contigs%2C%20after%20manual%20curation%2C%2050%20scaffolds%20were%20markedly%20larger%20and%20covered%2098.6%25%20of%20the%20total%20assembly%20length%2C%20corresponding%20to%20the%2050%20chromosomes.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20k-mer%20plot%20showed%20one%20main%20frequency%20peak%20at%20just%20below%2040x%20coverage%2C%20indicating%20a%20high%20level%20of%20heterozygosity%2C%20with%20a%20much%20smaller%20secondary%20peak%20at%2080x%20coverage.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20assembled%20genome%20has%20an%20estimated%20length%20of%201.65%20Gbp%20predicted%20by%20the%20GenomeScope%20k-mer%20plot%20based%20on%20short-read%20DNA%20data.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/Of%20the%2082%2C557%20protein-coding%20transcripts%2C%2077%2C370%20matched%20a%20protein%20in%20the%20UniProtKB%2FSwiss-Prot%20database.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/Structural%20annotation%20resulted%20in%2082%2C557%20protein-coding%20transcripts%20%28in%2045%2C667%20genes%29%2C%20with%20a%20BUSCO%20completeness%20of%2099.6%25.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/The%20full%20assembly%20had%20a%20contig-level%20N50%20of%2015%20Mbp%20in%20290%20scaffolds%20and%2098.6%25%20of%20the%20total%20length%20%281.65%20Gbp%29%20placed%20in%2050%20chromosomes.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-025-04813-3>, <https://doi.org/10.18710/GXMSUH> .

<http://purl.org/aida/Genes%20involved%20in%20growth%20and%20metabolic%20functions%20had%20higher%20DNA%20hydroxymethylation%20levels%20in%20large-%20than%20in%20small-sized%20fish.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01996-5>, <https://doi.org/10.18710/6VWVMQ> .

<http://purl.org/aida/Differentially%20hydroxymethylated%20cytosines%20%28DhmCs%29%20are%20particularly%20enriched%20within%20gene%20bodies%20and%20promoters%20in%20the%20Nile%20tilapia%20genome.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01996-5>, <https://doi.org/10.18710/6VWVMQ> .

<http://purl.org/aida/DNA%20hydroxymethylation%20levels%20differ%20significantly%20in%20the%20liver%20of%20full-sib%20Nile%20tilapia%20with%20distinct%20growth%20rates%20during%20their%20early%20domestication.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01996-5>, <https://doi.org/10.18710/6VWVMQ> .

<http://purl.org/aida/Out%20of%202%2C677%20DhmCs%2C%202%2C237%20had%20significantly%20higher%20levels%20of%20DNA%20hydroxymethylation%20in%20large%20fish%20compared%20to%20their%20smaller%20counterparts.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01996-5>, <https://doi.org/10.18710/6VWVMQ> .

<http://purl.org/aida/Statistical%20analysis%20revealed%202%2C677%20differentially%20hydroxymethylated%20cytosines%20%28DhmCs%29%20with%20q%20%3C%200.05%20between%20large-%20and%20small-sized%20fish.>
  a hycl:AIDA-Sentence;
  cito:obtainsSupportFrom <https://doi.org/10.1038/s41597-023-01996-5>, <https://doi.org/10.18710/6VWVMQ> .