cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18807231
title: Electromagnetism and Quantum Chromodynamics in Noncommutative Spectral Geometry: From Waves and Solitons to Confinement

description: We present a comprehensive analysis of electromagnetic and strong interactions within the framework of noncommutative spectral geometry, where gauge fields are identified with spacetime contorsion. This geometric unification reveals that all elementary particles — leptons, quarks, photons, gluons — are different manifestations of the same fundamental object: the axial vortex.Key results include:1. Electromagnetic sector: Photons emerge as spherical torsion waves propagating along generalized geodesics. The fundamental relations E ⊥ B ⊥ k are preserved as geometric necessities, but the vacuum impedance becomes energy-dependent: Z0(ω) = Z (0) 0 [1 − α 2(ω/ΛNC)2]. The Coulomb potential acquires a contact term:

 ϕ(r) = 14πϵ0 q r[1 + θ2 2 δ3(r)], regularizing the classi-cal singularity. Light cones become energy-dependent ("rainbow geometry"), yet microcausality is rigorously preserved. Like Born-Infeld theory, our model forbids electromagnetic shock waves.2. Strong interaction sector: Quarks are described as tori T 2 with non-trivial SU(3) bundles classified by the first Chern class c1 ∈ Z3. Gluons are spherical torsion waves in the SU(3) sector, propagating with a modified dispersion relation. Quark-gluon interactions occur through topological resonance conditions analogous to the photoelectric effect, with color conservation enforced by ∆c1 = ±1.3. Confinement: The energy required to separate two colored tori with total Chern class ctotal1 ̸= 0 mod 3 grows linearly with distance, producing a stringtension σ = g23 8π ln(Rcut/Rc) ≈ 0.18 GeV2, matching lattice QCD results. This is a topological necessity, not a dynamical accident.4. Nucleons as bound states: A proton or neutron is the connected sum of three quark tori, Σ3 = T 2#T 2#T 2, a genus-3 surface whose topological structure explains confinement and proton stability. The color singlet condition c1 + c2 + c3 = 0 mod 3 ensures the total SU(3) bundle is trivial.5. Unification: All particles emerge from the same spectral triple (A, H, D, J,γ) with finite algebra AF = C ⊕ H ⊕ M3(C). The differences between electrons, quarks, photons, and gluons are merely different projections in the gauge indices and the effective scale ϕeff0

All modifications are controlled by the noncommutativity scale ΛNC ∼ 1016 GeV,ensuring consistency with all current experiments while making testable predictions for future high-energy and astrophysical observations.
DOI: 10.17605/osf.io/ceawp
title: Sustainability cues and fashion style

description: Data collection on consumer perceptions of sustainable fashion
DOI: 10.5281/zenodo.18807245
title: Validation Dataset: JT Gravity, SYK Duality, and Chern-Simons Theory

description: Machine-readable validation dataset (24 numerical checks, all passing) for the PRD letter 'JT Gravity, SYK Duality, and Chern-Simons Theory in Alternative Lepton Sectors' by Ali Al-Rubaidi.
Contains: REVTeX4-2 source (.tex), Python validation script, and JSON results file with all 24 checks.
DOI: 10.25549/satjrnl-ouc112745937
title: Pliuvium, no. 3 (1906)

description: [description (english with transliteration)] Pliuvium, no. 3, October 21, 1906. Published by V. M. Brevern. Edited by V. M. Brevern and V. Lebel'. St. Petersburg. Journal of political satire. This issue contains poetry, prose, pictures and illustrations by artists and writers. This was a right-wing, anti-Semitic journal.
DOI: 10.5281/zenodo.18807248
title: Supplementary data for Circulating plasma follistatin follows a 24-hour rhythm in healthy young males
DOI: 10.5281/zenodo.18807247
title: Supplementary data for Circulating plasma follistatin follows a 24-hour rhythm in healthy young males
DOI: 10.25549/satjrnl-ouc112759030
title: Pliuvium, no. 16 (1907)

description: [description (english with transliteration)] Pliuvium, no. 16, January 20, 1907.
DOI: 10.15468/dl.kzzh86
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Promops nasutus"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002975-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18807243
title: Validation Dataset: Sine-Gordon Soliton Chemistry at beta-squared=pi

description: Machine-readable validation dataset (36 numerical checks, all passing) for the PRD letter 'Sine-Gordon Soliton Chemistry at beta-sq=pi: Exact Breather Spectrum, Bond Formation, and Molecular Architecture in 1+1D' by Ali Al-Rubaidi.
Contains: REVTeX4-2 source (.tex), Python validation script, and JSON results file with all 36 checks.
DOI: 10.17605/osf.io/gdpjr
title: The Scientific Structure and Evolution of Trust Within Teams Research: A Citation Network Analysis and Critical Review

description: To consolidate the 'trust within teams' field, exploring the evolution of trust research that has shaped our perspectives to date is worthwhile. A two-phase systematic review process was undertaken. First, a citation network analysis was conducted to identify the most prominent authors, articles, and journals. Both descriptive and knowledge structures (i.e., conceptual, intellectual, and social perspectives) of the field were explored. Second, a critical review of the most influential articles identified in Phase 1 were examined in relation to conceptual contributions.
DOI: 10.25549/satjrnl-ouc112745958
title: Pliuvium, no. 24 (1907)

description: [description (english with transliteration)] Pliuvium, no. 24, March 17, 1907. Published by V. M. Brevern. Edited by V. M. Brevern and V. Lebel'. St. Petersburg. Journal of political satire. This issue contains poetry, prose, pictures and illustrations by artists and writers. This was a right-wing, monarchist, anti-Semitic journal.
DOI: 10.15468/dl.zwqwhy
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Plecturocebus ornatus [GBIF Backbone Taxonomy])",
 "BasisOfRecord is one of (Human Observation)"
 ]
 }
 ]
}

 The dataset includes 231 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002976-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/satjrnl-ouc112745479
title: Pliuvium, no. 28 (1907)

description: [description (english with transliteration)] Pliuvium, no. 28, April 14, 1907. Published by V. M. Brevern. Edited by V. M. Brevern and V. Lebel'. St. Petersburg. Journal of political satire. This issue contains poetry, prose, pictures and illustrations by artists and writers. This was a right-wing, monarchist, anti-Semitic journal.
DOI: 10.5281/zenodo.18807240
title: Validation Dataset: Periodic Tables from 2D and 1D Coulomb Systems

description: Machine-readable validation dataset (54 numerical checks, all passing) for the PRD letter 'Atomic Structure and Periodic Tables from 2D and 1D Coulomb Systems: Sextet and Quartet Rules' by Ali Al-Rubaidi.
Contains: REVTeX4-2 source (.tex), Python validation script, and JSON results file with all 54 checks against CODATA 2018 inputs.
DOI: 10.5281/zenodo.18807315
title: BUXORO VILOYATIDA 2023–2025 YILLARDA SAKSOVUL BUQUR CHIGIRTKASINING TUXUM QO'YISH MAYDONLARI DINAMIKASI VA ZICHLIK STRUKTURASI TAHLILI

description: Maqolada Buxoro viloyatida 2023–2025 yillarda saksovul buqur chigirtkasining tuxum qo‘ygan maydonlari, kuzatuv qamrovi va 1 m² ga to‘g‘ri keluvchi tuxum ko‘zachalari zichligi sinflari bo‘yicha hududiy-vaqtli dinamika tahlil qilindi. Tadqiqot 2023–2025 yil hisobot jadvallaridagi tumanlar kesimidagi raqamlarga tayanadi. Natijalarga ko‘ra, umumiy kuzatuv maydoni 2023 yilda 18 500 ga bo‘lgan bo‘lsa, 2024 yilda 19 636 ga, 2025 yilda 25 150 ga ni tashkil etdi; tuxum ko‘zachalari mavjud bo‘lgan maydon esa mos ravishda 1 050 ga → 1 934 ga → 3 189 ga ga o‘sgan. Zichlik strukturasi 2023–2024 yillarda asosan 5–10 ko‘zacha/m² sinfi ustun bo‘lgan (2023: 40,95%; 2024: 30,77%), 2025 yilda esa 1 ko‘zacha/m² gacha sinfi keskin dominant holatga o‘tgan (84,04%). Olingan natijalar PQ–5185 (15.07.2021) va VMQ 311-son (07.06.2022) qarorlarida belgilangan erta monitoring, manzilli profilaktika va boshqaruv qarorlarini ma’lumotga asoslangan tarzda qabul qilish zarurligini qo‘llab-quvvatlaydi.
DOI: 10.5281/zenodo.18807316
title: BUXORO VILOYATIDA 2023–2025 YILLARDA SAKSOVUL BUQUR CHIGIRTKASINING TUXUM QO'YISH MAYDONLARI DINAMIKASI VA ZICHLIK STRUKTURASI TAHLILI

description: Maqolada Buxoro viloyatida 2023–2025 yillarda saksovul buqur chigirtkasining tuxum qo‘ygan maydonlari, kuzatuv qamrovi va 1 m² ga to‘g‘ri keluvchi tuxum ko‘zachalari zichligi sinflari bo‘yicha hududiy-vaqtli dinamika tahlil qilindi. Tadqiqot 2023–2025 yil hisobot jadvallaridagi tumanlar kesimidagi raqamlarga tayanadi. Natijalarga ko‘ra, umumiy kuzatuv maydoni 2023 yilda 18 500 ga bo‘lgan bo‘lsa, 2024 yilda 19 636 ga, 2025 yilda 25 150 ga ni tashkil etdi; tuxum ko‘zachalari mavjud bo‘lgan maydon esa mos ravishda 1 050 ga → 1 934 ga → 3 189 ga ga o‘sgan. Zichlik strukturasi 2023–2024 yillarda asosan 5–10 ko‘zacha/m² sinfi ustun bo‘lgan (2023: 40,95%; 2024: 30,77%), 2025 yilda esa 1 ko‘zacha/m² gacha sinfi keskin dominant holatga o‘tgan (84,04%). Olingan natijalar PQ–5185 (15.07.2021) va VMQ 311-son (07.06.2022) qarorlarida belgilangan erta monitoring, manzilli profilaktika va boshqaruv qarorlarini ma’lumotga asoslangan tarzda qabul qilish zarurligini qo‘llab-quvvatlaydi.
DOI: 10.15468/dl.d23mm9
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Vicia argaea, Setaria desertorum, Heliophila glabrescens, Centella debilis, Stapeliopsis breviloba, Mattiastrum laxiflorum, Picris helminthioides, Hedlundia velebitica, Drosanthemum erigeriflorum, Erodium garamantum, Centaurea omphalodes, Plagiobothrys pedicellaris, Lampranthus paucifolius, Lampranthus montaguensis, Klasea bornmuelleri, Oreoseris armena, Lampranthus curviflorus, Lampranthus verecundus, Leobordea oligocephala, Leobordea rosea, Cryptantha gnaphalioides, Verbascum cappadocicum, Cryptantha subamplexicaulis, Trisetopsis roggeveldensis, Cryptantha haplostachya, Cryptantha dolichophylla, Erysimum adcumbens, Cryptantha chaetocalyx, Erysimum lycaonicum, Odontarrhena crenulata, Odontarrhena constellata, Aria orbiculata, Persicaria obtusifolia, Rhaponticoides mykalea, Ornithogalum euxinum, Orobanche coelestis, Pentameris scabra, Oscularia vernicolor, Lophiolepis trachylepis, Silene velebitica, Lophiolepis hakkarica, Calandrinia nitida, Cynanchica bornmuelleri, Cynanchica pinifolia, Dichoropetalum minutifolium, Echinopepon rosei, Filago libyaca, Crepis clausonis, Microdon nitidus, Plumbago africana, Lysimachia wildpretii, Stipa subaristata, Pelargonium caffrum, Convolvulus despreauxii, Convolvulus namaquensis, Viola epirota, Sesamum eriocarpum, Polypsecadium litorale, Prunus balansae, Echiochilon arabicum, Leontodon albanicus, Bellevalia sirnakensis, Drimia secundiflora, Pharnaceum brevicaule, Drimia uranthera, Pseudocamelina kurdica, Teucrium antiatlanticum, Festuca djurdjurae, Rostraria trachyantha, Arctostaphylos repens, Hesperantha minima, Vella anremerica, Coleus villosus, Albuca stuetzeliana, Valeriana langei, Valeriana pleurota, Valeriana lanata, Pilosella pannoniciformis, Vincetoxicum simianum, Austronea fimbrimarginata, Valeriana juncea, Ruschia parviflora, Conophytum fraternum, Chaenorhinum cryptarum, Homalocarpus nigripetalus, Genista subsericans, Taverniera lappacea, Grammitis poeppigiana, Acantholimon olympicum, Orbelia barklyi, Gelasia acantholimon, Asplenium presolanense, Haworthiopsis pungens, Tanacetum tomentellum, Sclerolaena nitida, Dichoropetalum scoparium)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 450 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002977-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2aggv
title: Occurrence Download

description: A dataset containing 971 records in GBIF matching the query:

SELECT
 GBIF_ISEA3HCode(
 8, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 CASE 
 WHEN classKey IN ('359') THEN 'Mammals'
 WHEN classKey IN ('212') THEN 'Birds'
 WHEN familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879') THEN 'Bony Fish'
 WHEN classKey IN ('131') THEN 'Amphibians'
 WHEN classKey IN ('216') THEN 'Insects'
 WHEN classKey IN ('11418114', '11569602', '11592253', '11493978') THEN 'Reptiles'
 WHEN phylumKey IN ('52') THEN 'Molluscs'
 WHEN classKey IN ('367') THEN 'Arachnids'
 WHEN classKey IN ('220', '196') THEN 'Flowering Plants'
 WHEN classKey IN ('194', '244', '228', '282') THEN 'Gymnosperms'
 WHEN orderKey IN ('392') THEN 'Ferns'
 WHEN phylumKey IN ('35') THEN 'Mosses'
 WHEN phylumKey IN ('95') THEN 'Sac Fungi'
 WHEN phylumKey IN ('34') THEN 'Basidiomycota'
 END AS taxonomic_group,
 COUNT(DISTINCT speciesKey) AS species_count
FROM occurrence
WHERE countryCode = 'NA'
 AND hasCoordinate = TRUE
 AND hasGeospatialIssues = FALSE
 AND coordinateUncertaintyInMeters &lt;= 2000
 AND occurrenceStatus = 'PRESENT'
 AND speciesKey IS NOT NULL
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonRank = 'SPECIES'
 AND (
 classKey IN ('359', '212', '131', '216', '11418114', '11569602', '11592253', '11493978', '367', '220', '196', '194', '244', '228', '282')
 OR familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879')
 OR phylumKey IN ('52', '35', '95', '34')
 OR orderKey IN ('392')
 )
GROUP BY geogrid_id, taxonomic_group;


 The dataset's 971 records were derived from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002966-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3w53vs
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Stipagrostis proxima, Thymus neurophyllus, Wulfenia glanduligera, Serapicamptis sonii, Serapicamptis tommasinii, Copiapoa australis, Dactylorhiza serbica, Nepeta trichocalyx, Chrysanthoglossum deserticola, Penaea geneiophora, Piaranthus fuscatus, Hemionitis distans, Caroxylon agrigentinum, Hemionitis reynoldsii, Caroxylon barbatum, Nototriche diminutiva, Psoralea pilifera, Gypsophila linearifolia, Hyacinthoides ciliolata, Asclepias flanaganii, Adesmia dessaueri, Globulariopsis montana, Aethionema glaucinum, Rockhausenia solivifolia, Esterhuysenia inclaudens, Trisetopsis galpinii, Erysimum strophades, Verbascum glanduliferum, Secale ciliatoglume, Rhaponticoides amasiensis, Pentameris longipes, Pentameris rupestris, Pentameris scandens, Ptilostemon grandei, Pentameris ampla, Oscularia primiverna, Glandora goulandrisiorum, Cephalaria sparsipilosa, Tuberaria lipopetala, Restio levynsiae, Chamaecytisus drepanolobus, Cynanchica sintenisii, Montiopsis polycarpoides, Stipagrostis fastigiata, Minuartia sintenisii, Cirsium woodwardii, Taraxacum revertitans, Taraxacum pindicola, Lisaea heterocarpa, Eragrostis pycnantha, Pseudoselago humilis, Agrostis koelerioides, Wikstroemia subspicata, Penaea retzioides, Tridentapelia bijliae, Hemionitis pallida, Hemionitis californica, Hemionitis fendleri, Hemionitis breweri, Caroxylon nollothense, Caroxylon inapertum, Caroxylon cryptopterum, Iberis carica, Olearia adenophora, Stenodraba parvifolia, Nitrophila atacamensis, Limonium brusnicense, Dactylanthera martysiensis, Limonium sarniense, Fumaria ragusina, Trevoa campanulata, Galeomma stenolepis, Sabulina acutiflora, Loranthella deflersii, Pastinaca gelendostensis, Adesmia maulina, Centaurea montaltensis, Malcolmia doumetiana, Malcolmia pygmaea, Leobordea longicephala, Cryptantha calycina, Mibora maroccana, Trisetopsis leonina, Verbascum pinnatisectum, Verbascum cilicium, Aria meridionalis, Anisotes trisulcus, Erysimum boissieri, Verbascum antilibanoticum, Cryptantha clandestina, Stenosemis caffra)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 502 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002978-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14986074
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.21268/20170623-152310
title: An Laufflächen von Prüflingen zur Bestimmung des Übergangsverhaltens von Druckkammlagern aus der Mischreibung in die Vollschmierung aufgenommene Rauheitsschriebe

description: Bereitgestellt werden die Positions- und Höhendaten von vier Rauheitschrieben. Die Rauheitsschriebe wurden für die Laufflächen zweier Druckkammprüflinge aufgenommen, die im Paar einem Versuch zur Bestimmung des Übergangsverhaltens von Mischreibung zur Vollschmierung unterzogen wurden. Die Aufnahmen erfolgten jeweils vor und nach der Versuchsdurchführung, sodass Beobachtungen zur Einglättung von Rauheitsspitzen möglich sind.
Zusätzlich werden ein MATLAB-Skript zur Darstellung der Rauheitsschriebe und ein pdf-Dokument mit erläuternden Informationen bereitgestellt.
DOI: 10.21268/20170718-120141
title: Ergebnis experimenteller Untersuchungen für Druckkammlager im Mischreibungsgebiet

description: Bereitgestellt werden tabellarisch aufbereitete Versuchsergebnisse sowie der zugehörige Versuchsplan für innerhalb des Forschungsprojektes „Einsatz von Druckkämmen zur Effizienzsteigerung von schrägverzahnten Getrieben“ (als Teil des Schwerpunktprogrammes 1551: „Ressourceneffiziente Konstruktionselemente“ durch die Deutsche Forschungsgemeinschaft DFG gefördert) durchgeführte Versuche zur Standfestigkeit von Druckkammlagern unter Mischreibungsbedingungen. Mittels eines vollfaktoriellen, zweistufigen Versuchsplanes wurden die Gestaltungsparameter Laufflächenneigungswinkel, Laufbahnbreite, Streckgrenze des Grundwerkstoffs, Oberflächenhärte der Laufbahnen und Schlupfverhältnis hinsichtlich der kurzzeitig unter Mischreibungsbedingungen ertragbaren Zielgrößen Axiallast und daraus abgeleiteten Vergleichspressung untersucht. Der tabellarische Versuchsplan mit den erreichten Zielgrößen findet sich in der tabulatorgetrennten ASCII-Datei: Erg_Tab_DK_MR.txt; weitere Erläuterungen werden in dem beigefügten PDF-Dokument bereitgestellt.
DOI: 10.25549/satjrnl-m934
title: Bureval, no. 1 (1906-03)

description: [description (english with transliteration)] Bureval [Storm Debris], no.1, March 1906. Weekly. Published by M.Ia. Kasatkina. Edited by V.E. Turok. St. Petersburg. Typography: "Parovaia skoropechatnia of G.P. Pozharov." Literary-satirical journal. This journal was published as replacement for the journal "Buria" [Tempest] - Rudzinskii, no.13; BPIR, no.508. Four issues were published, no. 2-4 were confiscated by the order of the St. Petersburg court and the periodical was closed (Rudzinskii, p.14).
DOI: 10.5281/zenodo.10023175
title: Mentoring Up De-Identified Dataset

description: We provide here the de-identified data used to evaluate the implementations of a Mentoring Up training. This dataset is currently being used in the publishing of a manuscript, "Mentoring Up for Early Career Investigators: Empowering Mentees to Proactively Engage in their Mentoring Relationships"
Variables include,
Values for average self-ratings of Mentoring Competencies using the MCA scale (Likert-type scale from 1 - 7), retrospectively thinking to BEFORE the training and AFTER the training. Subscales include:

Effective Communication
Aligning Expectations
Assessing Understanding
Fostering Independence
Addressing Diversity
Promoting Professional Development
Values also include responses to the following quantitative questions:

Overall, how effective was the facilitator in guiding discussion during the workshop? (1 - Very Ineffective, 2 - Ineffective, 3 - Neither Effective nor Ineffective, 4 - Effective, 5 - Very Effective)
Was attending this workshop a valuable use of your time? (1 - Yes, 2 - No)
How likely are you to recommend this workshop to other colleagues? (1 - Very Unlikely, 2 - Unlikely, 3 - Undecided, 4 - Likely, 5 - Very Likely)
Have you made, or do you plan to make any changes in your own practices as a mentee or in your relationship with your mentor(s) as a result of this training? (1 - Yes, 2 - No)
And the following short answer responses:

Please describe any changes you plan to make as a result of this workshop
What aspects of this workshop did you find most useful?
What could be done to improve this workshop
What are the strengths and weaknesses of this training? Are there things you would like to see changed or added? If so, what?
DOI: 10.5281/zenodo.10023174
title: Mentoring Up De-Identified Dataset

description: We provide here the de-identified data used to evaluate the implementations of a Mentoring Up training. This dataset is currently being used in the publishing of a manuscript, "Mentoring Up for Early Career Investigators: Empowering Mentees to Proactively Engage in their Mentoring Relationships"
Variables include,
Values for average self-ratings of Mentoring Competencies using the MCA scale (Likert-type scale from 1 - 7), retrospectively thinking to BEFORE the training and AFTER the training. Subscales include:

Effective Communication
Aligning Expectations
Assessing Understanding
Fostering Independence
Addressing Diversity
Promoting Professional Development
Values also include responses to the following quantitative questions:

Overall, how effective was the facilitator in guiding discussion during the workshop? (1 - Very Ineffective, 2 - Ineffective, 3 - Neither Effective nor Ineffective, 4 - Effective, 5 - Very Effective)
Was attending this workshop a valuable use of your time? (1 - Yes, 2 - No)
How likely are you to recommend this workshop to other colleagues? (1 - Very Unlikely, 2 - Unlikely, 3 - Undecided, 4 - Likely, 5 - Very Likely)
Have you made, or do you plan to make any changes in your own practices as a mentee or in your relationship with your mentor(s) as a result of this training? (1 - Yes, 2 - No)
And the following short answer responses:

Please describe any changes you plan to make as a result of this workshop
What aspects of this workshop did you find most useful?
What could be done to improve this workshop
What are the strengths and weaknesses of this training? Are there things you would like to see changed or added? If so, what?