Nanopublications LDF server

Matches in Nanopublications for { ?s <http://purl.org/nanopub/x/introduces> ?o ?g. }

• RA_9N2_y3UbFbpQyzXhqJqAg13zoDXv1iPdBPmSC1ZHpA introduces 978-3-319-10223-8_5 pubinfo.
• RA3m3zNzC6znW1DlU-LyWKLT3c9TiCJrykRX-OAgj3iWg introduces 978-3-030-30796-7_28 pubinfo.
• RA-Nc3Nm7Zh6EP6zhorsjZQcNIdDzk0MPUChYu4n0pf8E introduces SW-140152 pubinfo.
• RApixDn98tCrSjBztT-FIdwNOzqFTrDa0bhj3k2Fk6CMM introduces s10579-016-9375-2 pubinfo.
• RAVAWyt3rAOoSJNRJlrrpCSjcB7xDtGkDtRlNVPuCOPX8 introduces SW-150189 pubinfo.
• RAmQNevwkPMLYz1xF0TPfpG7maGB13k9OL9E_8QpJ0pTM introduces 978-3-642-04581-3_6 pubinfo.
• RA7Z1RG8ReBMcNOM9EJb59G6EZgutYuZgrE-AF1evfqK8 introduces 978-3-642-14418-9_16 pubinfo.
• RASs3IMz_wi-GuEqT2vPQT-a9nzgnLaK6f7dh-gcPGTA8 introduces 978-3-642-38288-8_33 pubinfo.
• RAyomJErWXLcNrOwktHqBKzo93PZg96ZbSfnOmmvqQh70 introduces 2041-1480-5-10 pubinfo.
• RA3ynam1bWWwGynJTWVdYtxneUu6dr2O3ePoofL1YMnT4 introduces 11799511_7 pubinfo.
• RAuG36xWKb4RwgHKRCYZgIWRlxtCG-SqYPp3Cc_IwYDzA introduces newsItem pubinfo.
• RAKLRFsBNcAyNvX-P61hiqdOl38gAkv1KNEhhdzlgRPj0 introduces agent pubinfo.
• RACbKOI-WhbqfcTEcb6J_FSsNQ6LCRQTGcLG29Kf6r0_U introduces asAidaStatement pubinfo.
• RAkUpmlwKDPHZNPQh_VKT5nWCtufDj2xN49uKM1h1iKCw introduces Semantic-Interoperability-Profile pubinfo.
• RACTsbg77ndi-O9IjLwzYqhHd-HwyQ9tEs3EISH8wInx0 introduces paragraph pubinfo.
• RA7b0Hkz6qadegfBO4_14CutfN84u-oTDQj3JrKtyFQVI introduces ontology-definitions-view-kind pubinfo.
• RA7Od7tpi2Vo2ZcAf1mESFnfsxtE01KOn4MHmgSr4Xgog introduces demotest pubinfo.
• RA5XQH0GyjW1eatJrgvn8Env846NGoCZ96QRE437iqi_o introduces NewTest pubinfo.
• RA6JM067zBclWwyKe0b2yO-3sk3X9Gom4OVoDeDG3TFLM introduces targetsClaim pubinfo.
• RAoeJJ6GdZYpX0vowGvVEXYM4jcLgmZVqKYYKVNMWbr6Y introduces test pubinfo.
• RAFNE7vO-PpMsfdGTvihmKyACjc2rcDujXUh288wEAh_A introduces test pubinfo.
• RAI1SBojigcKMRODUVMjBoQxGDLL1_ovFJoV-UNojO32Y introduces intro-paragraphs-view-kind pubinfo.
• RAmOkW-1M0pKVpYpflfoB6LlvQJoag37Dqz1kCHo9fkYI introduces keyDeclaration pubInfo.
• RA4TJ0lkgZM5g2EELBdAiquYvxVJybCFP-UMtDGg0TL1Y introduces keyDeclaration pubInfo.
• RAriWK-E989jfE3e8D3lC9J06o2S4b5WlbN1isvPn7s4s introduces ontology-definitions-view-kind pubinfo.
• RA8yg7t-Q4ATCT2K8AatzA8BxqYb7IANfhvTVOCFIjVfU introduces ontology-definitions-view-kind pubinfo.
• RAYxlrwndyg0Lws-plUfVO05k5xqdmqK7N49Dwysng3NY introduces ontology-definitions-view-kind pubinfo.
• RAER5XC3sfyVXJZPItRKv03CcjWvheyTu_xW3tH_y1HV8 introduces indexes-view-kind pubinfo.
• RAufBSgeBhG0WZW_J5xAhcWZSVa0NrV0MSWWj2Xh8dHn8 introduces ontology-definitions-view-kind pubinfo.
• RAmIF0TDdrAEqARGKxc1j80z_B4nvNd8M1_6nKoJ93Ouo introduces ontology-definitions-view-kind pubinfo.
• RAhSyyIjZATCQID6k4HVIItAHxqM-ufmnZUdyva69TuvA introduces indexes-view-kind pubinfo.
• RAJTBmnSsy_WJ3ee0SwQ9LaLQbgNCO1bhXBylX9PYTzRQ introduces ontology-definitions-view-kind pubinfo.
• RAR-Zvkk3HqCx7sI2D1sYrGO0l7x0aVr9yN_OC2csXsQI introduces ontology-definitions-view-kind pubinfo.
• RAKHvUUZ7H4m-WVN7UsVkPbL9b48txbiEZwAtebb5uW0M introduces FIP-Ontology_20260227 pubinfo.
• RAupcIVpTZA_z1hF2wbaXTdJgnd8UXM2KC-edV_z9_x8s introduces ontology-version-view-kind pubinfo.
• RAzEJHUGtJ3FDRX7w57-xjVLYM2oeH-oOPR2ObjJSALS8 introduces ontology-definitions-view-kind pubinfo.
• RAr7PBvhXt2gM3Q4lLmAdBSz47sPGaEgGIkMJhNdgZMl8 introduces ontology-version-classes-view-kind pubinfo.
• RAzRgdc9nTm63ETn--wZMLDRfax1iCpgdsgFs1my8vLbE introduces ontology-version-properties-view-kind pubinfo.
• RA85N4RT7dxHusZr0sAEHIEgjZcfgJpIY7TnawIAskTGI introduces ontology-version-properties-view-kind pubinfo.
• RA8h6fwOceQdHPGXjBTaXTdmCevOA2Jkr9TnHdq-ym4fI introduces ontology-definitions-view-kind pubinfo.
• RAVh7lTzTi8FyIgvo6PevXoBo1s6CowNG98AzIgQm0iV4 introduces ontology-definitions-view-kind pubinfo.
• RATOPZBWwsvjSW20-tFVox_GOaNE06nfkDvbwmHN5Sg3E introduces ontology-version-individuals-view-kind pubinfo.
• RATlK9QXdlsGSTRKQ2xOoBmwxJ-DiZBaPbeYhFxrz3IOw introduces ontology-paragraphs-view-kind pubinfo.
• RAIymYCZdiylntWxgF7BwUyVkuZ5frlfInBOZk-VlsD8k introduces ontology-paragraphs-view-kind pubinfo.
• RAe2P7idcCjhic8bmavZBV5nrF7cyzVOLb_0pcnYNOKE0 introduces ontology-paragraphs-view-kind pubinfo.
• RAj2-DObYIdjevxNsZq3F6sHz3v6UsJ6lGaEq7TOmjLRw introduces definition-relations-view-kind pubinfo.
• RAm4qKh1-lJO4AG6zOagD7YnvlUO0FnpLTkWE5MzuUrdE introduces Indexing+geospatial+data+to+a+DGGS+makes+vector+and+raster+data+associable+using+zone+IDs+as+join+keys. pubinfo.
• RARXnKVStRazNmNbVB8YWn8iq0ctvZc8dl_5gtRSNXxsk introduces aida_dggs_interoperability pubinfo.
• RADCSRkRrlaOzRZ-lkPh1dnvthkhqFz55eGr1wtpW03vk introduces dggs-replication-2026 pubinfo.
• RA8MQBuHLhapt1qRg3cKesEzfgAJwkuAHZE7yH4q7Plks introduces keyDeclaration pubInfo.
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• RAIOc0GLxlcd8KtPvoVL0A7CcBRaEUVxAdY32VkonDh7g introduces Urban%20design%20should%20prioritize%20the%20inclusion%20of%20pedestrian-friendly%20elements%2C%20such%20as%20shaded%20walkways%20and%20seating%20areas%2C%20to%20promote%20the%20active%20use%20of%20public%20spaces%20in%20order%20to%20mitigate%20the%20effects%20of%20climate%20change. pubinfo.
• RALcM0SyQtyE9Si4mp1Cqze1q7uFZSO6iMOEjbTUME0Fg introduces Urban%20design%20should%20prioritize%20the%20inclusion%20of%20pedestrian-friendly%20elements%2C%20such%20as%20shaded%20walkways%20and%20seating%20areas%2C%20to%20promote%20the%20active%20use%20of%20public%20spaces%20in%20order%20to%20mitigate%20the%20effects%20of%20climate%20change. pubinfo.
• RA54Dg18LsfaU9Vu9tcepTzjweyG1zG_bK41m3YOqk1Xk introduces The%20urban%20microclimate%20of%20Avenida%20dos%20Aliados%20and%20Pra%C3%A7a%20da%20Liberdade%20exhibits%20a%20temperature%20range%20of%2015%C2%B0C%20to%2038%C2%B0C%20across%20winter%20and%20summer%20seasons. pubinfo.
• RAnPB76ppabKhm40ch7IsFTrYRTbwd4_DXt_HELi2QujM introduces In%20the%20urban%20microclimate%20of%20Avenida%20dos%20Aliados%20and%20Pra%C3%A7a%20da%20Liberdade%2C%20the%20relative%20humidity%20%28RH%29%20was%20found%20to%20fluctuate%20between%2050%25%20and%2085%25. pubinfo.
• RAj79pJB5dugac72iVkUwUdMrtmOn4ojx-NfwqXz7Ms4Q introduces Wind%20speeds%20in%20urban%20microclimates%20can%20vary%20between%201.0%20m%2Fs%20and%202.5%20m%2Fs. pubinfo.
• RADTumRL5X6f_UUxRykf1W-C9V79NHkpGAbcpn_7BICMg introduces Solar%20radiation%20has%20a%20significant%20impact%20on%20surface%20temperatures%2C%20with%20maximum%20values%20of%2038.0%C2%B0C%20observed%20in%20certain%20areas. pubinfo.
• RAfAwk0F4VqdU3GRtq6l0fyd5MXjoT-kbDIA5rU-dL6Fk introduces Solar%20exposure%2C%20wind%20patterns%2C%20and%20surface%20temperature%20%28Tsurf%29%20are%20the%20primary%20factors%20that%20influence%20thermal%20comfort%20in%20urban%20environments. pubinfo.
• RAYEJaEBxQErjVe3lDT2eMq7Xe9duUPnsjTAcfw_luk3g introduces Shaded%20areas%20with%20a%20substantial%20amount%20of%20greenery%20reduce%20heat%20discomfort%20and%20are%20preferred%20by%20pedestrians%2C%20as%20shown%20by%20the%20study%20on%20Avenida%20dos%20Aliados%20and%20Pra%C3%A7a%20da%20Liberdade. pubinfo.
• RA1ABUmzouT1OjxM1eq8YLMbJAKZUR_4uOHi6Kkc8qgWU introduces Incorporating%20adaptive%20elements%2C%20such%20as%20greenery%2C%20shading%20structures%2C%20and%20ventilation%20corridors%2C%20can%20effectively%20alleviate%20discomfort%20from%20heat%20and%20improve%20thermal%20comfort%20in%20urban%20environments. pubinfo.
• RAk4vOK4hrQq3xW8ibSIUavo5EjdtFfQGpY4iYK97iN3c introduces Shaded%20areas%20with%20greenery%20alleviate%20discomfort%20from%20heat%2C%20making%20them%20preferred%20choices%20for%20pedestrians%2C%20and%20should%20be%20prioritized%20in%20urban%20design%20to%20promote%20active%20use%20of%20public%20spaces. pubinfo.
• RAjgTwYiTWQ12HBbMoNWf1MmCGTiXF2bmVuWRw5vCuMaI introduces 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. pubinfo.
• RA_kIV7qI65MVjZ73_dspSyEpJq9f2Q5sYfYgC6fkEYCk introduces 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. pubinfo.
• RAWH-UbI2tSen2Q_hn2pxgj2UhhpawMYzASHNd5RIgICY introduces 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. pubinfo.
• RA50Jdjkbjucv_xfstk9lAzrpn24kAyjw9ow6DTm1Jlp0 introduces 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. pubinfo.
• RAdgNrDWaho6utpFe6DnnYhzumrAjxwsAWhw4TlCiVCHU introduces 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. pubinfo.
• RADZdyAENxvfAV4YQpaOCsgCQZuXcd0NXyzh4yCPNihSY introduces 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. pubinfo.
• RAp5gH3TiUe0ErEGvmrixRF1v86qI5F3JpcBO3G_HWnz0 introduces 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. pubinfo.
• RA2WfRb51BukwmMZvRlFMjAdqt8E2QWEHjb2BJpONfX2I introduces 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. pubinfo.
• RA2Vk9rSp5hZzst6GeWmNwtay-TyPFerpVPuvWmLyL37k introduces 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. pubinfo.
• RAxXRIhluryUsyPzQCAqfZKaE2XU7CBIIys7rN6r39jtY introduces 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. pubinfo.
• RAA9LiLSQsNoX65rgKIuxdOamVkDoCCZqaIGJt8ZG9HAI introduces 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. pubinfo.
• RApYCm5obvOXlZmTSNKth0GyaqOKVCfBXrjJHfp_E7ITE introduces 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. pubinfo.
• RAgneeGhSpiUhEIN6gBEzx3ScwFKlZiiOmDBUajfyVbOg introduces 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. pubinfo.
• RAqHnTNKU8SjR8F7etYxmPy8v_PLPA-HeqJZ4O4IEVUR8 introduces 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. pubinfo.
• RA7khdu9AmQVdkWJOqU4_dagfb2smp-2aipTaGJSKlhUM introduces 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. pubinfo.
• RAKStRP-uC-4mPBHdEbpxcHNLVMAEerPzIrStDFONk6Mw introduces 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. pubinfo.
• RAM3iyQJdheQjqfnDAAq2N5LZS58UVw8rbk37DcwQWyKs introduces 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. pubinfo.
• RAgsinuem5VOxkpR0qGVOaMuDxXvkaT-MqeJgBBYdDpjI introduces 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. pubinfo.
• RAdu1Kav2cQbfJRNKbkfCgr0mXPQZuvNkBHqFm89gLX28 introduces 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. pubinfo.
• RAVzyZes4_jElR3VF6cucML11_wRwoGPWLWhH5N_NHBQ0 introduces 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. pubinfo.
• RAk4SeM8G7TqdUoLdTML51iII1F6xca6vKVTIpgx0Yd9k introduces keyDeclaration pubInfo.
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• RAd6GPTICVJ0SxZKIGo3VN3QbX9ByLTALMWmZsB4T4wGg introduces The%20urban%20microclimate%20of%20Avenida%20dos%20Aliados%20and%20Pra%C3%A7a%20da%20Liberdade%20exhibits%20a%20temperature%20range%20of%2015%C2%B0C%20to%2038%C2%B0C%20across%20winter%20and%20summer%20seasons. pubinfo.
• RA84BfWjTB5WjZOQTbHgRNI0v7AxT8UVz5558kKcIyPZQ introduces fip pubinfo.
• RAN-uMHMo1-an-nG1hTOCtfJETwfwrwEujhndKfDVzd2E introduces fip pubinfo.
• RA6MixI4U2OHiIb0q8hmsP9UN8Gq6wVGB4oWKOfOwoXGM introduces rfip pubinfo.
• RAzSc_9WRVAnVNLV8IG2GQleyGrzlHdzjYhjP6hCtmKao introduces newsItem pubinfo.
• RADuBXdNBk0Euhgh8Hjq5Xqi6-0SsBQx8r9jpvYxA0Zg8 introduces newsItem pubinfo.
• RA12bNYIYtFX0cJLbL_K8VuXw7QHES4fXekK-yCN0KZBM introduces newsItem pubinfo.
• RAqAd3n2071-UUOZBBB2HEP_bDScgyljjy1ykfZBVsE6A introduces ea792c69-9037-4d06-84a8-6fded7356e12 pubinfo.
• RADC_9GWeeldQeX6AsgjaRGSehX3I96JHZQjHojZtC9_Y introduces 24600867-23ca-4b97-be14-3aa63883c056 pubinfo.
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• RA5KAaA3ZB-3jm2A7xyXica7WAeeaJ1Uld1Rhf5_dXy_U introduces e9de4f85-969b-411f-993b-bbb9178b37a9 pubinfo.
• RAaCnBQ6ZqdgBDoTHayKx5JC5Oql0Pp4Rjg7wxFxPkbk8 introduces a2c3cebf-095b-441e-95b6-b6828932430c pubinfo.
• RApsH29wAFNGfxhrZsoqS46aYmQhEM1UbiSXptMqyJJUY introduces 52654482-5442-45ea-a4b7-80a9af510c0b pubinfo.
• RAth1g33yZTurWZ9zlf3farjW6_KIMBbrUj8vjqSWtzw8 introduces b6e01d7a-9f25-4b37-82df-32ef2e7171e3 pubinfo.
• RA5BktqCJxbN5FglJS4ILuHKsLgP5-Y0h8gjEYip6PGvI introduces 10dc322d-eedd-43ff-a4af-7adb6281cb6e pubinfo.

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