cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11067998
title: EnzChemRED, a rich enzyme chemistry relation extraction dataset

description: Abstract

Expert curation is essential to capture knowledge of enzyme functions from the scientific literature in FAIR open knowledgebases but cannot keep pace with the rate of new discoveries and new publications. In this work we present EnzChemRED, for Enzyme Chemistry Relation Extraction Dataset, a new training and benchmarking dataset to support the development of Natural Language Processing (NLP) methods such as (large) language models that can assist enzyme curation. EnzChemRED consists of 1,210 expert curated PubMed abstracts in which enzymes and the chemical reactions they catalyze are annotated using UniProtKB and ChEBI identifiers. We show that fine-tuning language models with EnzChemRED significantly boosts their ability to identify proteins and chemicals in text (86.30% F1 score) and to extract the chemical conversions in which they participate (86.66% F1 score), and the enzymes that catalyze those conversions (83.79% F1 score). We apply our methods to abstracts at PubMed scale to create a draft map of enzyme functions in literature to guide curation efforts in UniProtKB and the reaction knowledgebase Rhea.

Corresponding authors: Alan Bridge (alan.bridge@sib.swiss) and Zhiyong Lu (zhiyong.lu@nih.gov)

Content

This repository contains data to support the development of natural language processing (NLP) methods to mine biochemical reactions from text for Rhea and UniProt.
DOI: 10.15468/dl.7zqnsu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dialium poggei Harms)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019817-240906103802322/datasets/export for details.
DOI: 10.15468/dl.ndgnjn
title: Occurrence Download

description: A dataset containing 646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Psychotria carthagenensis Jacq."
 ]
}

 The dataset includes 646 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019815-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13134024
title: XRD analysis dataset of intertidal shellfish sandbanks sediment samples within Ría de Arousa, Spain

description:  

The GEOMA Research group from the University of Vigo implements a solution to improve the knowledge of the sediment dynamics, the stability of the ecosystem substratum, and its response to the predicted Climate Change outcome (INTERM). The INTERM solution is based on sedimentological monitoring of sandbanks at specific locations of clam exploitation in the Ría de Arousa (Pontevedra, Spain).

Here we show the results of X-ray Diffraction analysis on the bulk fraction of sediment samples collected in five locations with current (Camaxe, Xastelas, O Sarrido, and O Bohido) or stopped (Lombos de Ulla) shellfish activity. The analyses were conducted at the CACTI facilities (Uvigo) using a Siemens D-5000 X-ray diffractometer.

This study is part of the “Accelerating and upscaling transformational adaptation in Europe: demonstration of water-related innovation packages (TRANSFORMAR)” coordinated by the Universiteit Antwerpen and funded by the European Union’s Horizon program (H2020_101036683).
DOI: 10.5281/zenodo.13134025
title: XRD analysis dataset of intertidal shellfish sandbanks sediment samples within Ría de Arousa, Spain

description:  

The GEOMA Research group from the University of Vigo implements a solution to improve the knowledge of the sediment dynamics, the stability of the ecosystem substratum, and its response to the predicted Climate Change outcome (INTERM). The INTERM solution is based on sedimentological monitoring of sandbanks at specific locations of clam exploitation in the Ría de Arousa (Pontevedra, Spain).

Here we show the results of X-ray Diffraction analysis on the bulk fraction of sediment samples collected in five locations with current (Camaxe, Xastelas, O Sarrido, and O Bohido) or stopped (Lombos de Ulla) shellfish activity. The analyses were conducted at the CACTI facilities (Uvigo) using a Siemens D-5000 X-ray diffractometer.

This study is part of the “Accelerating and upscaling transformational adaptation in Europe: demonstration of water-related innovation packages (TRANSFORMAR)” coordinated by the Universiteit Antwerpen and funded by the European Union’s Horizon program (H2020_101036683).
DOI: 10.5281/zenodo.13773749
title: Automated Program Repair via Conversation: Fixing 162 out of 337 Bugs for $0.42 Each using ChatGPT
DOI: 10.5281/zenodo.13773750
title: Automated Program Repair via Conversation: Fixing 162 out of 337 Bugs for $0.42 Each using ChatGPT
DOI: 10.5281/zenodo.13132994
title: Carbon and Nitrogen content of intertidal shellfish sandbanks sediment samples within Ría de Arousa, Spain

description: The GEOMA Research group from the University of Vigo implements a solution to improve the knowledge of the sediment dynamics, the stability of the ecosystem substratum, and its response to the predicted Climate Change outcome (INTERM). The INTERM solution is based on sedimentological monitoring of sandbanks at specific locations of clam exploitation in the Ría de Arousa (Pontevedra, Spain).

Here we show the results of the elemental analysis (total and inorganic carbon and nitrogen) carried out on the bulk fraction of sediment samples collected in five locations with current (Camaxe, Xastelas, O Sarrido, and O Bohido) or stopped (Lombos de Ulla) shellfish activity. The analyses were conducted at the CACTI facilities (Uvigo) using a ThermoFischer NC 2500 Elemental Analyzer.

This study is part of the “Accelerating and upscaling transformational adaptation in Europe: demonstration of water-related innovation packages (TRANSFORMAR) coordinated by the Universiteit Antwerpen and funded by the European Union’s Horizon program (H2020_101036683).
DOI: 10.5281/zenodo.12798780
title: Mussel Raft Monitoring Dataset in Ría de Arousa

description: Mussel Raft Monitoring Dataset of Oceanographic data (temperature, salinity, pressure, turbidity), Weather data (temperature, humidity, wind, rain) and Load cell data with platform movements (load cells, acceleration, gyroscope, magnetometer, sound, gps, etc.)   in Two Mussel Raft in Ria de Arousa (Galicia-Spain)
DOI: 10.5281/zenodo.12798781
title: Mussel Raft Monitoring Dataset in Ría de Arousa

description: Mussel Raft Monitoring Dataset of Oceanographic data (temperature, salinity, pressure, turbidity), Weather data (temperature, humidity, wind, rain) and Load cell data with platform movements (load cells, acceleration, gyroscope, magnetometer, sound, gps, etc.)   in Two Mussel Raft in Ria de Arousa (Galicia-Spain)
DOI: 10.15468/dl.gckge2
title: Occurrence Download

description: A dataset containing 6432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Ceroxylon quindiuense (H.Karst.) H.Wendl."
 ]
}

 The dataset includes 6432 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019818-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6k4ivep/3bf8yf
title: MCOCR-QL-Empathy_in_Leadership-060120.pdf

description: Public domain report exploring the roles of empathy in leadership concepts and behavior.
DOI: 10.5064/f6k4ivep/nyy7oo
title: MCOCR-QL-Disillusionment-062320.pdf

description: Public domain report exploring the different ways Marines become disillusioned with the Marine Corps and opportunities to mitigate or overcome disillusionment.
DOI: 10.5064/f6k4ivep/oydmbl
title: MCOCR-QL-Report-Alcohol-021820.pdf

description: Public domain report from MCOCR Project capturing researcher insights on Marine perspectives regarding alcohol use.
DOI: 10.5064/f6k4ivep/ti9gwk
title: MCOCR-QL-Marines-United-wFM-15Feb2018.pdf

description: Public domain report from MCOCR Project capturing researcher insights on Marine perspectives regarding gender related social media misconduct.
DOI: 10.5064/f6k4ivep/xcwce5
title: MCOCR-QL-EquityParity-21AUG2019-wFM-FINAL.pdf

description: Public domain report from MCOCR Project capturing researcher insights related to Marine concepts of fairness.
DOI: 10.5064/f6k4ivep/ywmfb3
title: CAOCL-TRG-MCOCR-Project-Overview-and-FAQ-Jun2020b.pdf

description: Public domain overview of the two phases of the MCOCR Project and answers to frequently asked questions about the project.
DOI: 10.5064/f6k4ivep/1amyiq
title: MCOCR-QL-Report-Pregnancy-Loss_wFM_101519.pdf

description: Public domain report from MCOCR Project capturing researcher insights on Marine perspectives regarding pregnancy loss.
DOI: 10.5064/f6k4ivep/cpnyqv
title: MCOCR-Report-to-PSO-wFM-30Mar18.pdf

description: Public domain report from MCOCR Project capturing researcher insights on Marine perspectives related to topics of immediate interest to Marine Corps leadership, particularly gender bias, leadership, and cohesion.
DOI: 10.5064/f6k4ivep/gswfkh
title: README_Fosher.txt
DOI: 10.5064/f6k4ivep/ktdvtp
title: USMC-TRG-MCOCR-005_081517_IV_QU_Y_CAPT_IVY_38m_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/mdutt6
title: USMC-TRG-Access-Requirements-for-MCOCR-22Jun2020.pdf

description: Requirements for accessing data from the MCOCR project.
DOI: 10.5064/f6k4ivep/0p9jke
title: USMC-TRG-MCOCR-006_SENSITIVE_081517_IV_QU_Y_CAPT_IVX_1h15m8s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/2qanmo
title: USMC-TRG-MCOCR-012_082217_IV_LJ_X_1STSGT_IVX_45m35s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/bhays0
title: USMC-TRG-MCOCR-015_082217_IV_LJ_Y_CAPT_IVX_1h09m40s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/jryaqx
title: USMC-TRG-MCOCR-013_082217_IV_LJ_Y_GYSGT_IVY_1h2m58s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/tm7hgh
title: USMC-TRG-MCOCR-016_082217_IV_LJ_Y_Capt_IVX_1h12m42sFinal.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/wapkwi
title: USMC-TRG-MCOCR-007_081517_IV_QU_Y_SGT_IVX_1h6m53s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/0qemnj
title: USMC-TRG-MCOCR-022_082217_IV_LJ_Y_SSGT_IVX_57m58s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/d6uxbd
title: USMC-TRG-MCOCR-021_082217_IV_LJ_Y_PFC_IVX_1h02m00s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/jjzjmz
title: USMC-TRG-MCOCR-017_082217_IV_LJ_Y_CWO_IVX_58m04sFinal.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/vgzbto
title: USMC-TRG-MCOCR-020_082217_IV_LJ_Y_MSGT_IVY_44m06s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/vi9mne
title: USMC-TRG-MCOCR-019_082217_IV__LJ_Y_LCpl_IVX_1h02m40s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/9tr1in
title: USMC-TRG-MCOCR-038_082317_IV_LJ_Y_GySgt_IVX_1h10m47s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/binoit
title: USMC-TRG-MCOCR-023_082217_IV_LJ_Y_WO_IVX_59m52s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/pwak1k
title: USMC-TRG-MCOCR-042_082317_IV__LJ_Y_SGT_IVX_1h06m46s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/q094vs
title: USMC-TRG-MCOCR-045_082317_IV_LJ_X_1stLt_IVX_1h45m39s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/z82v34
title: USMC-TRG-MCOCR-039_082317_IV_LJ_Y_PFC_IVX_1h03m22s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/1ehduk
title: USMC-TRG-MCOCR-046_047_082317_IV_LJ_Y_1stLt_GySgt_IVY_1h20m44s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/6tvghq
title: USMC-TRG-MCOCR-049_082317_IV_LJ_Y_SGT_IVY_50m01s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/k5twd5
title: USMC-TRG-MCOCR-050_082317_IV_LJ_Y_SGT_IVY_54m00s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/p4hynk
title: USMC-TRG-MCOCR-051_082317_IV_LJ_Y_SGT_IVY_43m07s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/tc0ddk
title: USMC-TRG-MCOCR-052_082317_IV_LJ_Y_CPL_IVY_35m40s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/vhvllp
title: USMC-TRG-MCOCR-048_082317_IV_LJ_Y_1LT_IVY_41m16s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/4araju
title: USMC-TRG-MCOCR-061_082417_IV_CP_X_SSGT_IVX_1h03m40s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/ecrcg6
title: USMC-TRG-MCOCR-059_082417_IV_CP_X_GySgt_IVX_Written_Notes_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/q8aaz9
title: USMC-TRG-MCOCR-060_MCOCR_IV_CP_X_LCPL_IVX_1h14m36s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/sbrxoh
title: USMC-TRG-MCOCR-054_082317_IV_LJ_Y_GYSGT_IVY_46m22s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/teg9dq
title: USMC-TRG-MCOCR-065_082417_IV_CP_Y_1LT_IVY_34m49s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/txidqu
title: USMC-TRG-MCOCR-053_082317_IV_LJ_Y_MAJ_IVY_1h17m30s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/6kygc4
title: USMC-TRG-MCOCR-071_082417_IV_CP_Y_SGT_IVY_48m01s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/6wmwgh
title: USMC-TRG-MCOCR-066_082417_IV_CP_Y_CAPT_IVY_1h02m57s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/gq74qh
title: USMC-TRG-MCOCR-072_082417_IV_CP_Y_CPL_IVY_43m36s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/okyi22
title: USMC-TRG-MCOCR-068_082417_IV_CP_Y_Maj_IVX_2h00m43s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/u3dwql
title: USMC-TRG-MCOCR-067_082417_IV_CP_Y_Sgt_IVX_39m40s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/01yfxy
title: USMC-TRG-MCOCR-082317_FG_LJ_X_002_MX_2PAX_NTX_1h51m20s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/avukay
title: USMC-TRG-MCOCR-081617_FG_QU_X_002_003_MX_4PAX_NTX_2h02m02s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/g4ybxi
title: USMC-TRG-MCOCR-081617_FG_QU_Z_001_MY_4PAX_NTY_1h33m05s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/onpiji
title: USMC-TRG-MCOCR-082217_FG_LJ_Y_003_MY_6PAX_NTY_1h26m26s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/w3tyel
title: USMC-TRG-MCOCR-082217_FG_LJ_Y_002_MY_5PAX_NTY_1h29m34s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/zqddz1
title: USMC-TRG-MCOCR-082217_FG_LJ_Y_001_MY_3PAX_NTX_NTY_1h23m47s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/553qgx
title: USMC-TRG-MCOCR-082417_FG_CP_Z_001_MX_4PAX_NTX__1h37m42s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/ayupvj
title: USMC-TRG-MCOCR-090617_FG_QU_X_001_MX_6PAX_NTX_2h00m02s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/cm9y1o
title: USMC-TRG-MCOCR-082317_FG_LJ_X_003_MX_2PAX_NTX_1h36m48s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/klenjl
title: USMC-TRG-MCOCR-082417_FG_CP_Y_002_MY_3PAX_NTX_1h28m51s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/w3gdka
title: USMC-TRG-MCOCR-082417_FG_Y_002_CP_MX_2PAX_NTY_1h11m22s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/faup9e
title: USMC-TRG-MCOCR-091217_FG_PD_Y_001_MY_4PAX_NTY_1h21m50s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/plim4a
title: USMC-TRG-MCOCR-091317_FG_PD_Y_002_MY_3PAX_NTX_1h23m29s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/tktaum
title: USMC-TRG-MCOCR-090617_FG_QU_Y_001_MY_5PAX_NTY_1h57m18s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/uwcodi
title: USMC-TRG-MCOCR-091217_FG_PD_Z_001_MX_4PAX_NTY_1h53m59s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/x3z0ln
title: USMC-TRG-MCOCR-090717_FG_PG_Y_001_MY_2PAX_NTY_1h39m07s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/gn8x5p
title: USMC-TRG-MCOCR-092517_FG_YU_Y_001_MY_3PAX_NTY_1h50m01s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/jcvikm
title: USMC-TRG-MCOCR-091317_FG_PD_Y_003_MY_2PAX_1h34m27s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/knnnnh
title: USMC-TRG-MCOCR-092017_FG_TP_Y_002_MX_8PAX_NTY_1h22m26s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/orife5
title: USMC-TRG-MCOCR-092017_FG_TP_Y_003_MY_8PAX_NTX_1h24m46s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/qpnzum
title: USMC-TRG-MCOCR-091417_FG_PD_Z_002_MX_2PAX_NTX_2h01m33s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/xs65hc
title: USMC-TRG-MCOCR-091817_FG_TP_Z_001_MX_6PAX_NTY_1h59m13s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/bs1u7d
title: USMC-TRG-MCOCR-101717_SENSITIVE_FG_OK_Y_003_MX_3PAX_NTY_1h46m54s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/f4f8e3
title: USMC-TRG-MCOCR-092617_FG_YU_Y_003_MY_6PAX_NTY_57m04s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/ggxqfs
title: USMC-TRG-MCOCR-092617_FG_YU_Y_002_MY_4PAX_NTY_1h50m33s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/pzjt2w
title: USMC-TRG-MCOCR-100_090617_IV_QU_Y_MAJ_IVY_58m42s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/yzi6be
title: USMC-TRG-MCOCR-092617_FG_YU_X_003_MX_3PAX_NTX_1h33m54s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/2mlrkw
title: USMC-TRG-MCOCR-101817_FG_OK_Y_001_MY_2PAX_NTY_1h21m09s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/d8dw18
title: USMC-TRG-MCOCR-101817_FG_OK_X_001_MX_2PAX_1h23m32s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/ha9dxd
title: USMC-TRG-MCOCR-101817_FG_OK_X_003_MX_2PAX_1h11m07s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/jssve2
title: USMC-TRG-MCOCR-101917_FG_OK_Y_001_MY_3PAX_NTY_1h44m31s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/pjr3qy
title: USMC-TRG-MCOCR-101817_FG_OK_Z_003_MX_3PAX_NTX_1h11m32s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/y0m170
title: USMC-TRG-MCOCR-101817_FG_OK_Y_003_MY_7PAX_NTY_1h07m53s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/bfetnj
title: USMC-TRG-MCOCR-106_090717_IV_PG_Y_SGT_IVY_1h9m20s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/deumhc
title: USMC-TRG-MCOCR-122_091817_IV_TP_Y_LTCOL_IVY_1h03m19s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/f8x6pa
title: USMC-TRG-MCOCR-114_SENSITIVE_091217_IV_PD_Y_MAJ_IVY_1h28m05s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/fa9vyn
title: USMC-TRG-MCOCR-107_090717_IV_PG_Y_SGT_IVY_50m22s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/jj59ps
title: USMC-TRG-MCOCR-121_091417_IV_PD_Y_SSGT_IVY_Written_Notes_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/psz5bj
title: USMC-TRG-MCOCR-120_091317_IV_PD_Y_CAPT_IVY_1h05m54s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/2fzkcy
title: USMC-TRG-MCOCR-126_SENSITIVE_091917_IV_TP_Y_MAJ_IVY_1h24m57s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/981tqu
title: USMC-TRG-MCOCR-125_091817_IV_TP_X_2LT_IVY_1h09m19s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/doxmux
title: USMC-TRG-MCOCR-135_092017_IV_TP_Y_CPL_IVY_48m13s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/eoirec
title: USMC-TRG-MCOCR-124_091817_IV_TP_Y_SGT_IVY_1h38m13s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/sljgyn
title: USMC-TRG-MCOCR-123_091817_IV_TP_Y_SGT_IVY_57m56s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.
DOI: 10.5064/f6k4ivep/1rerq1
title: USMC-TRG-MCOCR-136_092517_IV_YU_X_GYSGT_IVY_58m06s_Final.pdf

description: DATA: Transcript from the MCOCR project. See access requirements document.