cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18305085
title: Rhynchospora setigera Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.x5zz34
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "Geometry POLYGON((-81.23765 7.58477,-80.97912 7.58477,-80.90247 7.58477,-80.90247 7.91857,-81.23765 7.91857,-81.23765 7.58477))",
 "HasGeospatialIssue is false",
 "TaxonKey is Annelida"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000566-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cekrcw
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((104.006 2.534177, 103.935669 2.528609, 103.867071 2.51204, 103.801898 2.484879, 103.741754 2.447796, 103.688122 2.401704, 103.642322 2.34774, 103.605482 2.287232, 103.578507 2.221671, 103.562061 2.152673, 103.556548 2.081936, 103.562101 2.011201, 103.578582 1.942212, 103.605585 1.876665, 103.642444 1.816175, 103.68825 1.76223, 103.741876 1.716158, 103.802001 1.679092, 103.867147 1.651946, 103.935709 1.635386, 104.006 1.62982, 104.076291 1.635386, 104.144853 1.651946, 104.209999 1.679092, 104.270124 1.716158, 104.32375 1.76223, 104.369556 1.816175, 104.406415 1.876665, 104.433418 1.942212, 104.449899 2.011201, 104.455452 2.081936, 104.449939 2.152673, 104.433493 2.221671, 104.406518 2.287232, 104.369678 2.34774, 104.323878 2.401704, 104.270246 2.447796, 104.210102 2.484879, 104.144929 2.51204, 104.076331 2.528609, 104.006 2.534177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 64 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000568-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18305092
title: Rhynchospora tenuis Link. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18305091
title: Rhynchospora tenuis Link. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.8abgka
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "Geometry POLYGON((-7.06939 37.13103,-6.98248 36.61368,-5.69813 35.87878,-3.70883 36.24851,-1.28403 36.88027,-1.45836 37.5669,-2.14591 37.69518,-2.75096 38.30466,-4.46876 38.50669,-5.79928 38.30044,-7.40738 37.75994,-7.51318 37.13791,-7.06939 37.13103))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies pinsapo pinsapo"
 ]
}

 The dataset includes 102 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000569-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty724v
title: Occurrence Download

description: A dataset containing 851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galium anisophyllon)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 851 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000570-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18305101
title: Rhynchospora velutina (Kunth) Boeckeler. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18305102
title: Rhynchospora velutina (Kunth) Boeckeler. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.utedrh
title: Occurrence Download

description: A dataset containing 18628931 records in GBIF matching the query:
SELECT
 datasetkey,
 occurrenceid,
 reproductivecondition,
 COUNT(*)
FROM
 occurrence
WHERE
 occurrence.kingdom = 'Plantae'
 AND occurrence.reproductivecondition LIKE '%'
GROUP BY
 occurrence.datasetkey,
 occurrence.occurrenceid,
 occurrence.reproductivecondition

 The dataset's 18628931 records were derived from 548 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000560-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18305080
title: Fluorescein sequence dependence
DOI: 10.5281/zenodo.18305079
title: Fluorescein sequence dependence
DOI: 10.5281/zenodo.18305107
title: Rhyssostelma Decne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18305108
title: Rhyssostelma Decne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.5aqnm8
title: Occurrence Download

description: A dataset containing 40695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Geometry POLYGON ((-58.83190908932124 -38.48331859349599, -58.89770705434344 -38.49358609618457, -58.95353712768622 -38.52283335913853, -58.990920269038625 -38.566626836237944, -59.004145048123824 -38.61831853645753, -58.99114876860352 -38.67004690538574, -58.95386027630624 -38.71392890895892, -58.897935555939625 -38.74326469892413, -58.83190908932126 -38.753568870858906, -58.765882622702875 -38.74326469892415, -58.70995790233626 -38.713928908958934, -58.67266941003898 -38.670046905385725, -58.65967313051868 -38.61831853645751, -58.67289790960389 -38.56662683623795, -58.71028105095628 -38.522833359138545, -58.76611112429905 -38.493586096184586, -58.83190908932124 -38.48331859349599))",
 "HasCoordinate is true",
 "Year is greater than or equal to 2016",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 40695 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000571-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52z3bf
title: Occurrence Download

description: A dataset containing 4183158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-75.36172946964899 -37.24095854509875,-71.36172946964899 -37.24095854509875,-71.36172946964899 -33.24095854509875,-75.36172946964899 -33.24095854509875,-75.36172946964899 -37.24095854509875))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 4183158 records from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000519-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taunvw
title: Occurrence Download

description: A dataset containing 482269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence)",
 "EventDate is greater than or equal to 2023-11-29",
 "GadmGid is CAN.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 482269 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000505-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yggq9p
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.697 2.537177, 102.626669 2.531609, 102.558071 2.51504, 102.492897 2.487879, 102.432753 2.450796, 102.379121 2.404704, 102.333321 2.350739, 102.296481 2.290232, 102.269506 2.224671, 102.25306 2.155673, 102.247547 2.084935, 102.2531 2.014201, 102.269581 1.945212, 102.296584 1.879665, 102.333443 1.819175, 102.379249 1.76523, 102.432875 1.719158, 102.493001 1.682092, 102.558146 1.654946, 102.626708 1.638386, 102.697 1.63282, 102.767292 1.638386, 102.835854 1.654946, 102.900999 1.682092, 102.961125 1.719158, 103.014751 1.76523, 103.060557 1.819175, 103.097416 1.879665, 103.124419 1.945212, 103.1409 2.014201, 103.146453 2.084935, 103.14094 2.155673, 103.124494 2.224671, 103.097519 2.290232, 103.060679 2.350739, 103.014879 2.404704, 102.961247 2.450796, 102.901103 2.487879, 102.835929 2.51504, 102.767331 2.531609, 102.697 2.537177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000573-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq4g8w
title: Occurrence Download

description: A dataset containing 169419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-12-25",
 "EventDate is less than or equal to 2026-01-24",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 169419 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000556-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18305119
title: Rhyssostelma nigricans Decne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18305120
title: Rhyssostelma nigricans Decne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.3rcjfe
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galium pumilum, Galium pumilum, Galium pumilum, Galium sylvestre, Galium sylvestre, Galium sylvestre)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 122 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000574-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18285341
title: SPARC Disk Galaxy Coherence Tests and Analysis Code for Observer-Normalized Scale Relativity

description: SPARC Coherence / J-Variant Stress Tests

This repository contains the analysis code used in:

"Observer-Normalized Scale Relativity: Coherence Constraints on Global Physical Inference and Disk Galaxy Dynamics"

Files- sparc_j_tests.py    Python script that loads the SPARC dataset, computes the Q=1 (Newtonian) coherence form, and evaluates scatter stability across morphology and surface brightness bins.

- Raw SPARC.xlsx    Input dataset (SPARC v1, reformatted for Excel).

How to run1. Place `sparc_j_tests.py` and `Raw SPARC.xlsx` in the same directory.2. Run:   python sparc_j_tests.py3. Output CSV files will be written to the `outputs/` directory.

Outputs- J3_baseline_by_morph_Q1.csv  - J3_split_SBeff_global_Q1.csv  - J3_split_SBeff_within_morph_Q1.csv  - J3_split_SBdisk_global_Q1.csv  - J3_split_SBdisk_within_morph_Q1.csv  

Notes- Column headers are auto-detected where possible.- No fitting or parameter tuning is performed.- All results are direct evaluations of the coherence form.
DOI: 10.15468/dl.p4rzr6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.392 2.562177, 103.321667 2.556608, 103.253068 2.540039, 103.187893 2.512879, 103.127749 2.475795, 103.074115 2.429704, 103.028315 2.375739, 102.991474 2.315231, 102.964499 2.24967, 102.948053 2.180672, 102.94254 2.109935, 102.948093 2.039201, 102.964575 1.970211, 102.991579 1.904665, 103.028438 1.844175, 103.074245 1.79023, 103.127872 1.744158, 103.187998 1.707092, 103.253145 1.679946, 103.321708 1.663386, 103.392 1.65782, 103.462292 1.663386, 103.530855 1.679946, 103.596002 1.707092, 103.656128 1.744158, 103.709755 1.79023, 103.755562 1.844175, 103.792421 1.904665, 103.819425 1.970211, 103.835907 2.039201, 103.84146 2.109935, 103.835947 2.180672, 103.819501 2.24967, 103.792526 2.315231, 103.755685 2.375739, 103.709885 2.429704, 103.656251 2.475795, 103.596107 2.512879, 103.530932 2.540039, 103.462333 2.556608, 103.392 2.562177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000576-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cndtds
title: Occurrence Download

description: A dataset containing 102586 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triglochin maritima"
 ]
}

 The dataset includes 102586 records from 754 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000504-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25392/leicester.data.29127950
title: Campaigning nature 2021 Data Set

description: <b>The environment in the digital visual communication in the Chilean presidential campaigns of 2021</b><br>Images collected from Instagram, from presidential candidates in 2021.<br>Analytical tables.
DOI: 10.25392/leicester.data.29127950.v1
title: Campaigning nature 2021 Data Set

description: <b>The environment in the digital visual communication in the Chilean presidential campaigns of 2021</b><br>Images collected from Instagram, from presidential candidates in 2021.<br>Analytical tables.
DOI: 10.15468/dl.qyc5fh
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gentiana algida Pall."
 ]
}

 The dataset includes 350 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006914-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7281/t1/x4mxhc
title: Data associated with the publication: Towards effective drought monitoring in the Middle East and North Africa (MENA) region: Implications from assimilating leaf area index and soil moisture into the Noah-MP land surface model for Morocco

description: The datasets include monthly output of simulations performed with the Noah-Multiparameterization Land Surface Model v4.0.1 within NASA Land Information System. The simulations are conducted for different periods within 2003-2019 at 0.05° spatial resolution forced by the GDAS and IMERG meteorological forcing fields. Data is provided in NETCDF format including irrigation fraction and land cover type data, simulation output for monthly leaf area index, root zone soil moisture, evaporation, transpiration, evapotranspiration, net primary product, and gross primary product.
DOI: 10.7281/t1/x4mxhc/bb6uzl
title: 03_OLirr_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2003_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the OLirr simulation.
DOI: 10.7281/t1/x4mxhc/btzgg7
title: 02_OL_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2003_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the OL simulation.
DOI: 10.7281/t1/x4mxhc/fakgc7
title: 06_SSM-DA_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2015_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the SSM-DA simulation.
DOI: 10.7281/t1/x4mxhc/jpcdbo
title: 00_ReadMe.pdf

description: A readme file for this data collection
DOI: 10.7281/t1/x4mxhc/paacdf
title: 04_LAI-DA_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2003_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the LAI-DA simulation.
DOI: 10.7281/t1/x4mxhc/ranrwz
title: 01_Irrigation_Fraction_and_Land_Cover_Types.nc

description: Irrigation fraction percentage and land cover type datasets for the study domain.
DOI: 10.7281/t1/x4mxhc/soxwql
title: 05_LAI-DAirr_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2003_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the LAI-DAirr simulation.
DOI: 10.7281/t1/x4mxhc/t6xe6p
title: 07_SSM-DAirr_NoahMP.4.0.1_GDAS_IMERG_0.05deg_2015_2019.nc

description: Monthly E, T, ET, NPP, GPP, LAI, and RZSM from the SSM-DAirr simulation.
DOI: 10.3886/icpsr38935
title: The Viability of Virtual Peer Review and Microscopic Verification Versus Traditional On-site Review, Washington, 2020-2022
title: Archival Version

description: This study sought to evaluate laboratory protocols of on-site peer review and verification installing digital comparison microscopes in four Washington State Patrol crime laboratory sites throughout the state.
description: Through this study, the Washington State Patrol Crime Laboratory Division (WSPCLD) sought to evaluate existing laboratory protocols of on-site peer review and verification by answering the research question: is remote collaboration using digital comparison microscopes an accurate, efficient, and cost-effective method to accomplish peer review and verification of forensic firearm/toolmark (FT) identification casework and Integrated Ballistic Identification Systems (IBIS)/National Integrated Ballistic Information Network (NIBIN) leads?


Goals and objectives of the study included:


Goal 1: Compare efficacy/accuracy of peer review/verification completed using live digital microscopic comparison images to traditional microscope comparisons.


Goal 2: Compare efficiency of peer review/verification completed using live digital microscopic comparison images to traditional microscope comparisons.


Goal 3: Compare efficacy of remote evaluation of IBIS/NIBIN images from digital comparison microscopes to traditional comparison microscopes.


Objective A: Purchase four digital comparison microscopes and place in the WSPCLD FT laboratories


Objective B: Fund the time of four WSPCLD personnel to use digital comparison microscopes for virtual verification and peer review of controlled sample FT cases.


Objective C: Fund the time and travel costs of the Principal Investigator required for on-site verification and general research oversight.
description: Digital comparison microscopes were installed in each of the four Washington State Patrol Crime Laboratory Division (WSPCLD) forensic firearm/toolmark (FT) laboratories located in Seattle, Tacoma, Cheney, and Vancouver. With digital comparison microscopes installed in the four laboratories, the microscopes were linked using a secure network to transfer images and remotely control the microscopes; making real time, inter-laboratory verification and peer review possible. Prior to the new instrumentation being used for analysis and interpretation of physical evidence, the digital comparison microscopes were performance checked with National Institute of Standards and Technology (NIST) traceable measuring devices as stated in the WSPCLD Firearms and Toolmark Technical Manual. Efficacy and efficiency data were collected from the virtual peer reviews done using the comparison microscopes over a 24 month period.
description: Datasets: 
DS1: The Viability of Virtual Peer Review and Microscopic Verification Versus Traditional On-site Review, Washington, 2020-2022
description: record abstracts