cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17407939
title: Antenatal Risk Stratification Tool Design: Dataset from Pretesting and Usability Studies

description: Overview

This repository contains datasets generated during the usability testing and pretesting of the Antenatal Risk Stratification (ARS) Tool — a digital tool developed to improve maternal health outcomes through individualized antenatal risk assessment.The data were collected as part of the evaluation of the tool’s clarity, usability, and respondent cognition in Kano and Lagos States, Nigeria.

Files Included

1. ARS_TOOL_USABILITY_TEST.pdf

This file contains data collected during the usability testing phase of the ARS Tool.It documents:



Interview metadata (start and end times, duration, and respondent category)

Completion time for each section of the ARS tool

Respondent feedback on:



Ease of use and navigation

Layout and design quality

Willingness to reuse or recommend the tool

Suggested improvements and overall impressions




Highlights:



Participants were drawn from Kano and Lagos States across multiple respondent categories.

Most respondents rated the tool as “Easy” to “Very Easy” to use.

Common feedback included shortening the number of questions for improved efficiency.


2. ARS Pretesting DataSet.pdf

This file presents detailed pretest results used to refine the ARS questionnaire before large-scale deployment.It includes observations of:



Question comprehension (clarity and cognitive understanding)

Time (seconds) taken per question

Difficulty level and identification of ambiguous or confusing terms

Respondent confidence while answering

Interviewer debriefs and overall impressions


Highlights:



Conducted in Lagos and Kano States among pregnant women.

Questions covered topics such as:



Biodata and obstetric history

Pregnancy symptoms and medical/surgical history

Investigation results and interviewer debriefs
DOI: 10.17632/47znwcbxbh.1
title: Appropriate Crop Recommended System for Cultivation using IoT and ML

description: The data was gathered over the past 5 years (2017 to 2022)
of agricultural data from the websites of the Bangladesh
Agricultural Research Institute and NASA. There are
roughly 3,000 records for nine different crops. Temperature,
humidity, and rainfall are all included in the crop-suggested
information.
The databases contain crop data from all of Bangladesh.
Several different types of crops are grown in Bangladesh. It is
challenging to analyse every crop variety. Therefore, we have
done the top 9 crops that are grown extensively. When it comes
to preprocessing, all the data are transformed into numerical data. A similar procedure was used for fertilizer data.
List of crops considered:
• Maize
• Strawberry
• Wheat
• Potato
• Banana
• Mango
• Jute
• Pineapple
• Sugercane
DOI: 10.3535/emd-fl7-ydx
title: Xanthoselinum alsaticum subsp. alsaticum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rst-n4t-ewp
title: Luzula campestris (L.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6be-rhp-tgk
title: Bromus sitchensis Trin.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/byf-nw9-yae
title: Bromus inermis Leyss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lr7-qvm-v4h
title: Hieracium glaucinum Jord.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mkn-dgs-apw
title: Clinopodium vulgare subsp. vulgare

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6bp-aqv-01q
title: Trisetum flavescens subsp. flavescens

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ccy-91s-clx
title: Antennaria carpatica (Wahlenb.) Bluff & Fingerh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p9l-fnl-ttn
title: Prunella vulgaris L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/azv-2hs-akj
title: Allium rotundum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wzg-94w-yl6
title: Carlina vulgaris subsp. vulgaris

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.v3efyx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myriophyllum spicatum",
 "HasCoordinate is true",
 "Country is Namibia"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047816-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/aze-3nl-h8h
title: Salix retusa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tpj-s75-g17
title: Colutea arborescens L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cv6-xv0-1r5
title: Myosotis alpestris F. W. Schmidt

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ts4-aqp-k6r
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wr4-krl-bja
title: Armeria maritima subsp. elongata (Hoffm.) Bonnier

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2nj-9l6-afa
title: Deschampsia cespitosa subsp. cespitosa

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/szg-sz2-52b
title: Arabis hirsuta (L.) Scop.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/59a-362-knm
title: Ulmus minor Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f3l-vp6-ev3
title: Clinopodium alpinum (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mpe-b58-9hf
title: Pedicularis rostratocapitata Crantz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eln-h9g-2g5
title: Reynoutria sachalinensis (F. Schmidt) Nakai

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xc0-kvx-n68
title: Hedysarum hedysaroides subsp. hedysaroides

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g6p-7xn-jkm
title: Crataegus laevigata (Poir.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/plp-wl4-bj8
title: Ajuga genevensis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r2y-la2-tav
title: Bromus japonicus subsp. japonicus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.zrzpjm
title: Occurrence Download

description: A dataset containing 109 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, genusKey, genus, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND genusKey IN (2284443, 2202786, 2161911, 2161467, 7652364, 2176168, 3092125, 2771094, 8782549, 2457378, 2453882, 2457825, 2454645, 2465626, 2466496, 2459675, 2444141, 2444221, 2447418, 2441658, 2442664, 3266899, 2473221, 2445496, 5221394, 2443339, 4553469) AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND genusKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL) AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000 GROUP BY "year", eeaCellCode, classKey, class, genusKey, genus ORDER BY "year" DESC, eeaCellCode ASC, genusKey ASC;

 The dataset's 109 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047800-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/erz-rb3-68n
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gl8-ahc-spz
title: Oxytropis montana (L.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qdw-c6w-5vb
title: Coronilla vaginalis Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yld-0yg-306
title: Carex brizoides L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wyg-e5v-nyk
title: Melampyrum sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/7jgcdt2vxd.1
title: Social Media as a Bank Run Catalyst

description: The data in this repository produces the findings in our paper, "Social Media as a Bank Run Catalyst".

The repository includes two main directories: "cross_sectional_hourly", which produces the cross-sectional and hourly results, and "high_frequency", which produces the high-frequency results.

The repository includes two readme files, README.html in directory ./cross_sectional_hourly/ and README.pdf in directory ./high_frequency/, which explain in detail how to interpret and use the data in this repository.
DOI: 10.3535/05k-gde-qze
title: Isatis tinctoria subsp. tinctoria

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6lt-p73-sgt
title: Blysmus rufus (Huds.) Link

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h3f-g48-tz5
title: Veronica urticifolia Jacq.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nkz-t2p-bdw
title: Galeopsis angustifolia Ehrh. ex Hoffm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0m5-1vn-8cn
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x6m-xsr-77a
title: Stipa pennata L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gez-aed-440
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rv5-w47-h7e
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qjy-gss-0t9
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xdp-k0h-qx6
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/563-rnd-lzq
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9z8-ewr-a16
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bj8-1j0-dhp
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c30-bfh-3xa
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lg3-egl-k92
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ljm-7vr-a8w
title: Scabiosa vestina Facchini ex W. D. J. Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pa4-ckc-6kz
title: Scabiosa triandra L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8xs-9w3-c7d
title: Lomelosia rhodopensis (Stoj. & Stef.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zxa-c2v-413
title: Scabiosa ochroleuca L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vjv-01m-xp2
title: Scabiosa owerinii Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a7s-czv-62p
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lz3-x2w-03p
title: Scabiosa cinerea Lapeyr. ex Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jlk-mjx-v4d
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vbm-j1n-ecz
title: Scabiosa crinita Kotschy & Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0qd-xds-yqr
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/axz-hny-5j6
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1kw-xks-94r
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/225-0qg-wmm
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tv4-rdw-6rf
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4sl-dz2-mwq
title: Diospyros lotus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c76-es5-sdh
title: Calligonum bakuense Litv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2bq-kyt-kll
title: Barringtonia asiatica (L.) Kurz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5nq-6ba-whf
title: Eurya emarginata (Thunb.) Makino

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n7a-10y-tyh
title: Fouquieria ochoterenae Miranda

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/snz-5wt-pa5
title: Cleyera japonica Thunb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b1p-syx-ekr
title: Napoleonaea beninensis Jongkind

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/mpm5svmbrv.2
title: ODD SPOT Supplementary Materials

description: Complete Qualtrics Survey questions for The Sun Bus participants validating ODD SPOT mnemonic terms
Complete OKC Women in Leadership Mentimeter responses from live survey validating ODD SPOT mnemonic terms
DOI: 10.3535/3p7-mqm-x4k
title: Rhododendron hirsutum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a8v-vp3-tr6
title: Juncus conglomeratus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8wt-6nc-sbb
title: Kernera saxatilis (L.) Sweet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ca1-24m-91n
title: Astrantia major subsp. major

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jnw-zy9-8hy
title: Prunella grandiflora (L.) Turra

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/69p-xlp-ela
title: Carex cespitosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9fb-lmj-wnp
title: Clematis alpina (L.) Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wwr-wc9-y3c
title: Carex caryophyllea Latourr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y00-537-den
title: Juncus gerardi subsp. gerardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x1y-f7k-yp5
title: Glyceria fluitans (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bnx-6xk-v1z
title: Hordeum secalinum Schreb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lr8-gwy-f3z
title: Anthoxanthum aristatum Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0ym-vee-l72
title: Carduus nutans subsp. nutans

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7q3-vr3-gvt
title: Polycnemum arvense L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e8k-ntd-xsr
title: Minuartia mucronata (L.) Schinz & Thell.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k86-6pp-fya
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mh2-2bw-ss6
title: Chaerophyllum villarsii W. D. J. Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qy2-eh2-w5y
title: Chaerophyllum bulbosum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bvx-3zs-4f0
title: Pinguicula alpina L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p2y-24n-ykm
title: Pulsatilla alpina subsp. alpina

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.98gczy
title: Occurrence Download

description: A dataset containing 2525 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus wiedii"
 ]
}

 The dataset includes 2525 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047817-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1gs-dkn-q6n
title: Pastinaca sativa subsp. sativa

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/khx-nm2-8hg
title: Allium lusitanicum Lam.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.