cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/rbm-c58-21072
title: Nude man lifting a log on end

description: Nude man lifting a log on end. This is plate 382, captioned "Lifting a log on end" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21073
title: Nude man lifting a log on end

description: Nude man lifting a log on end. This is plate 382, captioned "Lifting a log on end" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.15468/dl.keexfq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dysosma versipellis"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028855-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/rbm-c58-13433
title: Man in pelvis cloth hammering an anvil

description: Man in pelvis cloth hammering an anvil. This is plate 378 captioned "Blacksmith, hammering on anvil with two hands" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506594
title: Linked collectors and determiners for: Société des Lettres de l'Aveyron.

description: Natural history specimen data linked to collectors and determiners held within, "Société des Lettres de l'Aveyron". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18692419
title: Linked collectors and determiners for: Société des Lettres de l'Aveyron.

description: Natural history specimen data linked to collectors and determiners held within, "Société des Lettres de l'Aveyron". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/00b3dec8-a7f4-4aa2-b8d5-feb936368e64. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-13452
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18518810
title: Evaluation data for: Comprehensive evaluation of cross-cancer generalization in histopathology segmentation models across 21 tumor types

description: This dataset accompanies the paper "Comprehensive evaluation of cross-cancer generalization in histopathology segmentation models across 21 tumor types."

It contains the evaluation data used to assess the cross-cancer generalization performance of five deep learning segmentation models (trained on breast, colon, lung, kidney, and prostate tissue). Segmentation quality was evaluated by a board-certified pathologist on regions of interest (ROIs) extracted from whole-slide images across 21 TCGA tumor types. The dataset includes pathologist quality ratings, inter-rater reliability data, quantitative segmentation accuracy metrics, and clinical metadata.

Contents



scoring_data.csv — Primary rater's quality scores (0–10) for 7,616 tumor and 3,296 normal tissue ROIs across all five models and 21 TCGA projects (54,560 rows).

scoring_data_second_rater.csv — Second rater's scores for a subset of 598 segmentation outputs across all five models, used for inter-rater reliability analysis (ICC and Spearman's rank correlation).

pathologist_inference_ratings.csv — Manual quality scores on a separate validation cohort of 346 ROIs from the four model training cohorts (breast, colorectal, lung, and prostate), where ground truth annotations were available. Used for comparison against automated Dice coefficients.

dice-results/ — Dice coefficients computed on the same validation cohorts by comparing model segmentation masks against ground truth annotations exported from QuPath (4 cohorts × 4 models, 16 files).

clinical-data/ — TCGA clinical metadata for 22 cancer types (TSV format, sourced from the GDC Data Portal).


Related datasets



Code (annotation, inference, scoring, and analysis pipeline): 10.5281/zenodo.18520078

Tissue ROIs extracted from TCGA whole-slide images: 10.5281/zenodo.18668580

Segmentation masks produced by the five models: 10.5281/zenodo.18669667
DOI: 10.5281/zenodo.18518811
title: Evaluation data for: Comprehensive evaluation of cross-cancer generalization in histopathology segmentation models across 21 tumor types

description: This dataset accompanies the paper "Comprehensive evaluation of cross-cancer generalization in histopathology segmentation models across 21 tumor types."

It contains the evaluation data used to assess the cross-cancer generalization performance of five deep learning segmentation models (trained on breast, colon, lung, kidney, and prostate tissue). Segmentation quality was evaluated by a board-certified pathologist on regions of interest (ROIs) extracted from whole-slide images across 21 TCGA tumor types. The dataset includes pathologist quality ratings, inter-rater reliability data, quantitative segmentation accuracy metrics, and clinical metadata.

Contents



scoring_data.csv — Primary rater's quality scores (0–10) for 7,616 tumor and 3,296 normal tissue ROIs across all five models and 21 TCGA projects (54,560 rows).

scoring_data_second_rater.csv — Second rater's scores for a subset of 598 segmentation outputs across all five models, used for inter-rater reliability analysis (ICC and Spearman's rank correlation).

pathologist_inference_ratings.csv — Manual quality scores on a separate validation cohort of 346 ROIs from the four model training cohorts (breast, colorectal, lung, and prostate), where ground truth annotations were available. Used for comparison against automated Dice coefficients.

dice-results/ — Dice coefficients computed on the same validation cohorts by comparing model segmentation masks against ground truth annotations exported from QuPath (4 cohorts × 4 models, 16 files).

clinical-data/ — TCGA clinical metadata for 22 cancer types (TSV format, sourced from the GDC Data Portal).


Related datasets



Code (annotation, inference, scoring, and analysis pipeline): 10.5281/zenodo.18520078

Tissue ROIs extracted from TCGA whole-slide images: 10.5281/zenodo.18668580

Segmentation masks produced by the five models: 10.5281/zenodo.18669667
DOI: 10.25549/rbm-c58-13465
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18692420
title: Linked collectors and determiners for: UVM Milkweed Pollinator Project.

description: Natural history specimen data linked to collectors and determiners held within, "UVM Milkweed Pollinator Project". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-13479
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506596
title: Linked collectors and determiners for: UVM Milkweed Pollinator Project.

description: Natural history specimen data linked to collectors and determiners held within, "UVM Milkweed Pollinator Project". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/026508fe-4d89-48c9-91e3-ea9ae5baa484. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-13469
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21084
title: Nude man lifting a log on end

description: Nude man lifting a log on end. This is plate 382, captioned "Lifting a log on end" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-21090
title: Nude man lifting a log on end

description: Nude man lifting a log on end. This is plate 382, captioned "Lifting a log on end" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506598
title: Linked collectors and determiners for: Sperm morphology of 264 songbird species.

description: Natural history specimen data linked to collectors and determiners held within, "Sperm morphology of 264 songbird species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/051d8004-3568-4be9-852f-f6dc3413045c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/051d8004-3568-4be9-852f-f6dc3413045c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18692421
title: Linked collectors and determiners for: Sperm morphology of 264 songbird species.

description: Natural history specimen data linked to collectors and determiners held within, "Sperm morphology of 264 songbird species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/051d8004-3568-4be9-852f-f6dc3413045c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/051d8004-3568-4be9-852f-f6dc3413045c. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-21098
title: Nude man lifting a log on end

description: Nude man lifting a log on end. This is plate 382, captioned "Lifting a log on end" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-17123
title: Nude man lifting a log on shoulder

description: Nude man lifting a log on shoulder. This is plate 383, captioned "Lifting a log on shoulder" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506602
title: Linked collectors and determiners for: Grethe Hasle Diatom Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Grethe Hasle Diatom Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18692422
title: Linked collectors and determiners for: Grethe Hasle Diatom Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Grethe Hasle Diatom Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/08ec09cc-2de8-4e37-8441-d052f6da5af7. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-17124
title: Nude man lifting a log on shoulder

description: Nude man lifting a log on shoulder. This is plate 383, captioned "Lifting a log on shoulder" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-20486
title: Nude man lifting a 50-lb dumbbell at arm's length

description: Nude man lifting a 50-lb dumbbell at arm's length. This is plate 326, captioned "Lifting a 50-lb dumbbell at arm's length" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-20495
title: Nude man lifting a 50-lb dumbbell at arm's length

description: Nude man lifting a 50-lb dumbbell at arm's length. This is plate 326, captioned "Lifting a 50-lb dumbbell at arm's length" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506606
title: Linked collectors and determiners for: Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18692425
title: Linked collectors and determiners for: Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Lamproptera butterfly specimens at Museum Zoologi Bogor, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/09a6c040-a452-4f8f-b32b-d7762aa6bc85. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-20487
title: Nude man lifting a 50-lb dumbbell at arm's length

description: Nude man lifting a 50-lb dumbbell at arm's length. This is plate 326, captioned "Lifting a 50-lb dumbbell at arm's length" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-20490
title: Nude man lifting a 50-lb dumbbell at arm's length

description: Nude man lifting a 50-lb dumbbell at arm's length. This is plate 326, captioned "Lifting a 50-lb dumbbell at arm's length" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.10506608
title: Linked collectors and determiners for: SANBI: DNA Banking(1987-2011).

description: Natural history specimen data linked to collectors and determiners held within, "SANBI: DNA Banking(1987-2011)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18692426
title: Linked collectors and determiners for: SANBI: DNA Banking(1987-2011).

description: Natural history specimen data linked to collectors and determiners held within, "SANBI: DNA Banking(1987-2011)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0b2f8a72-cfec-4c00-9424-9ee0bd8bec72. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-20501
title: Nude man rowing

description: Nude man rowing. This is plate 327, captioned "Rowing" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.15468/dl.yfv6jm
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Belomys",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 58 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028857-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/rbm-c58-13472
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-13474
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.15468/dl.xjq697
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Biswamoyopterus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028858-260208012135463/datasets/export for details.
DOI: 10.25549/rbm-c58-13475
title: Man in pelvis cloth planing a board

description: Man in pelvis cloth planing a board. This is plate 379, captioned "Carpenter, planing a board" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18692428
title: Linked collectors and determiners for: NHMD Vascular Plants Collection.

description: Natural history specimen data linked to collectors and determiners held within, "NHMD Vascular Plants Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10506610
title: Linked collectors and determiners for: NHMD Vascular Plants Collection.

description: Natural history specimen data linked to collectors and determiners held within, "NHMD Vascular Plants Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0d1f9cee-7cb7-4d3a-a8c4-d2ca6edcd23b. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.289mnd
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeromys",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 283 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028856-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.