cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/mlcsme
title: Lac Gras Quebec. 1:50,000. Map Sheet 023B06, ed. 1, 1960

description: This is a georeferenced raster image of a printed paper map of the Lac Gras, Quebec region (Sheet No. 023B06), published in 1960. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1960 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 19N (EPSG:26719)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/dy7thx
title: Rivière Thémines Quebec. 1:50,000. Map Sheet 023C01, ed. 1, 1960

description: This is a georeferenced raster image of a printed paper map of the Rivière Thémines, Quebec region (Sheet No. 023C01), published in 1960. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1960 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 19N (EPSG:26719)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/aadigm
title: Lac Griffon (East) Quebec. 1:50,000. Map Sheet 023C02, ed. 1, 1982

description: This is a georeferenced raster image of a printed paper map of the Lac Griffon, Quebec region (Sheet No. 023C02), published in 1982. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1982 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 19N (EPSG:26719)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/g2anke
title: Lac Griffon (West) Quebec. 1:50,000. Map Sheet 023C02, ed. 1, 1965

description: This is a georeferenced raster image of a printed paper map of the Lac Griffon, Quebec region (Sheet No. 023C02), published in 1965. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1965 and the information on the map is current as of 1959. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 19N (EPSG:26719)
DOI: 10.5683/sp3/31wxvh
title: Lac Georget Quebec. 1:50,000. Map Sheet 023C08, ed. 1, 1960

description: This is a georeferenced raster image of a printed paper map of the Lac Georget, Quebec region (Sheet No. 023C08), published in 1960. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1960 and the information on the map is current as of 1955. Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 19N (EPSG:26719)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/nuqv66
title: Kazabazua (East) Quebec. 1:50,000. Map Sheet 031F16, ed. 1, 1956

description: This is a georeferenced raster image of a printed paper map of the Kazabazua, Quebec region (Sheet No. 031F16), published in 1956. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1956 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 18N (EPSG:26718)
DOI: 10.5683/sp3/arb3vm
title: Kazabazua (West) Quebec. 1:50,000. Map Sheet 031F16, ed. 1, 1956

description: This is a georeferenced raster image of a printed paper map of the Kazabazua, Quebec region (Sheet No. 031F16), published in 1956. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1956 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 18N (EPSG:26718)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/pk7jmu
title: Shawbridge (West) Quebec. 1:50,000. Map Sheet 031G16, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Shawbridge, Quebec region (Sheet No. 031G16), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: EPSG Code: NAD27 / UTM zone 18N (EPSG:26718)
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
DOI: 10.5683/sp3/dkgmdf
title: Shawbridge (East) Quebec. 1:50,000. Map Sheet 031G16, ed. 1, 1959

description: This is a georeferenced raster image of a printed paper map of the Shawbridge, Quebec region (Sheet No. 031G16), published in 1959. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1959 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 18N (EPSG:26718)
DOI: 10.6084/m9.figshare.30662224
title: Systematic review and comparison of machine learning and conventional statistical models for predicting cardiovascular events in dialysis patients

description: This systematic review aimed to evaluate the performance of machine learning (ML) models and conventional statistical models (CSMs) for predicting cardiovascular events in dialysis patients. Following PRISMA guidelines, eligible studies were searched through PubMed and Embase (January 2015–March 2025). Model performance (AUC/C-index) was compared using Mann–Whitney U test, while risk of bias was assessed <i>via</i> PROBAST. Furthermore, subgroup analyses stratified by algorithm type, validation method, and dataset size were conducted to explore heterogeneity. The review included 14 studies encompassing 29,310 patients and 34 models. Based on test/validation datasets only, ML models achieved comparable discrimination (mean AUC: 0.784 ± 0.112) than CSMs (0.772 ± 0.066), without statistical significance (<i>p</i> = 0.24). The PROBAST assessment indicated that 71.43% of studies had a low risk of bias. Subgroup analysis of performance revealed that deep learning models significantly outperformed both traditional ML and CSMs (<i>p</i> = 0.005), whereas traditional ML showed no advantage over CSMs (<i>p</i> = 0.727). Studies were predominantly originated from China (71.40%) and relied on internal validation (78.57%), limiting generalizability. Although deep learning algorithms show promises, ML models overall do not significantly outperform CSMs. CSMs remain viable, especially in resource-limited settings. Critical limitations include geographical bias, insufficient external validation, and tradeoffs between accuracy and interpretability. Future research should prioritize validation frameworks and clinical implementation over marginal accuracy improvements.
DOI: 10.6084/m9.figshare.30662224.v1
title: Systematic review and comparison of machine learning and conventional statistical models for predicting cardiovascular events in dialysis patients

description: This systematic review aimed to evaluate the performance of machine learning (ML) models and conventional statistical models (CSMs) for predicting cardiovascular events in dialysis patients. Following PRISMA guidelines, eligible studies were searched through PubMed and Embase (January 2015–March 2025). Model performance (AUC/C-index) was compared using Mann–Whitney U test, while risk of bias was assessed <i>via</i> PROBAST. Furthermore, subgroup analyses stratified by algorithm type, validation method, and dataset size were conducted to explore heterogeneity. The review included 14 studies encompassing 29,310 patients and 34 models. Based on test/validation datasets only, ML models achieved comparable discrimination (mean AUC: 0.784 ± 0.112) than CSMs (0.772 ± 0.066), without statistical significance (<i>p</i> = 0.24). The PROBAST assessment indicated that 71.43% of studies had a low risk of bias. Subgroup analysis of performance revealed that deep learning models significantly outperformed both traditional ML and CSMs (<i>p</i> = 0.005), whereas traditional ML showed no advantage over CSMs (<i>p</i> = 0.727). Studies were predominantly originated from China (71.40%) and relied on internal validation (78.57%), limiting generalizability. Although deep learning algorithms show promises, ML models overall do not significantly outperform CSMs. CSMs remain viable, especially in resource-limited settings. Critical limitations include geographical bias, insufficient external validation, and tradeoffs between accuracy and interpretability. Future research should prioritize validation frameworks and clinical implementation over marginal accuracy improvements.
DOI: 10.5683/sp3/poqu3j
title: Beloeil Quebec. 1:50,000. Map Sheet 031H11, ed. 1, 1971

description: This is a georeferenced raster image of a printed paper map of the Beloeil, Quebec region (Sheet No. 031H11), published in 1971. It is the first edition in a series of maps, which show both natural and man-made features such as relief, spot heights, administrative boundaries, secondary and side roads, railways, trails, wooded areas, waterways including lakes, rivers, streams and rapids, bridges, buildings, mills, power lines, terrain, and land formations. This map was published in 1971 and the information on the map is current as of . Maps were produced by Natural Resources Canada (NRCan) and it's preceding agencies, in partnership with other government agencies. &lt;b&gt;Please note:&lt;/b&gt; image / survey capture dates can span several years, and some details may have been updated later than others. Please consult individual map sheets for detailed production information, which can be found in the bottom left hand corner. Original maps were digitally scanned by McGill Libraries in partnership with Canadiana.org, and georeferencing for the maps was provided by the University of Toronto Libraries and Eastview Corporation.
description: National Topographic System
description: Maps were produced with the cooperation of various Federal Government Agencies starting in the 1940s and continuing into the present. The map series provides national coverage of Canada, and is based on the National Topographic System (NTS). Each 1:50 000 scale map covers an area approximately 1,000 square kilometres. Levels of government as well as private business use maps at this scale for flood control, forest fire control, real estate planning, development of natural resources, environmental issues, right-of-way, highway planning, and depiction of crop areas.
description: EPSG Code: NAD27 / UTM zone 18N (EPSG:26718)