cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/brl-yjx-b6f
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7g7-nnr-h29
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/584-49k-42r
title: Alseodaphne semecarpifolia Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b1b-q83-cpq
title: Alseodaphne semecarpifolia Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jxd-vpc-hpy
title: Coleus lanuginosus Hochst. ex Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y4p-gj7-e87
title: Lindsaea pectinata Blume

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/352-ayx-wyf
title: Actinodaphne elegans Thwaites

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jxv-5jd-tfh
title: Symplocos glandulosomarginata Hoehne

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.7ucaah
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Neofelis nebulosa (Griffith, 1821))",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112494-250525065834625/datasets/export for details.
DOI: 10.3535/glj-x0p-fw3
title: Symplocos guianensis (Aubl.) Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hrc-27e-32m
title: Symplocos guianensis (Aubl.) Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a8z-j5n-s9v
title: Symplocos guianensis (Aubl.) Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kpa-3vl-02c
title: Symplocos guianensis (Aubl.) Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g1m-2bl-hc7
title: Freycinetia curranii Merr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hm7-65y-sez
title: Symplocos guianensis (Aubl.) Gürke

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/68z-kpy-lq4
title: Freycinetia angulata C.B.Rob. ex Martelli

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fx5-24z-zsn
title: Benstonea ellipsoidea (Warb.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hlp-e55-0bc
title: Polystichum triangulum subsp. mucronatum (Sw.) Morejón & C. Sánchez

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rrm-hfb-hcq
title: Pandanus pervilleanus (Gaudich.) Kurz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xym-vy6-kqg
title: Polystichum laniceps Rosenst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6he-p9f-dxf
title: Benstonea ellipsoidea (Warb.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9b4-5k0-3n9
title: Hofmeisteria Walp.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1lf-5yz-xl8
title: Freycinetia ferox Warb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/drn-8a6-1ml
title: Astragalus elongatus subsp. elongatus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7bp-mv8-z9c
title: Actinodaphne candolleana (Thwaites) Meisn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ewa-1sq-dw3
title: Bunodophoron melanocarpum (Sw.) Wedin

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s1p-wv0-kfa
title: Alseodaphne wrayi Gamble

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4w1-87w-awn
title: Actinodaphne elegans Thwaites

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y6c-036-2q4
title: Actinodaphne molochina var. moonii (Thwaites) Hook. fil.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5g3-f5p-2yz
title: Actinodaphne speciosa Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/705-p54-vzk
title: Actinodaphne stenophylla Thwaites

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.4jdz57
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112497-250525065834625/datasets/export for details.
DOI: 10.3535/9j8-l5c-xtw
title: Symplocos corymboclados Brand

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/trn-q0n-1xl
title: Actinodaphne speciosa Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fh2-lx5-mzk
title: Actinodaphne molochina Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bq0-e53-vpv
title: Cliostomum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sza-3gy-yb9
title: Actinodaphne molochina Nees

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3fv-8q2-af7
title: Halecania

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/l08-dsv-jrk
title: Micarea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/491-jry-klb
title: Toninia

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rxy-ty3-rad
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sya-h8c-e1a
title: Lomaphlebia linearis (Sw.) J. Sm.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mw5-aaw-10c
title: Symplocos uniflora (Pohl) Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wmc-d07-tpq
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b1b-z27-xnm
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yd7-fgw-qnj
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rhv-67t-39f
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s0q-l5d-4r7
title: Astragalus baissunensis Lipsky

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wyw-e2w-mwb
title: Astragalus baissunensis Lipsky

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zj0-jv7-v2f
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jj3-jms-kk9
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p9c-85p-0mm
title: Astragalus elongatus subsp. elongatus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/977-2nn-krp
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yj5-z8c-n2s
title: Trichoneura mollis (Kunth) Ekman

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1a8-3z2-fdm
title: Benstonea parva (Ridl.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0yt-45a-r3f
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hj0-mp4-kkv
title: Carex colchica J.Gay

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t1c-vaz-qsg
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v86-ypj-4af
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bva-zeg-hbb
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rx7-y73-8ns
title: Selaginella heterodonton (Desv. ex Poir.) Hieron.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ek8-0gt-leq
title: Turneroideae Eaton

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f5z-tqh-m5w
title: Pandanus odorifer (Forssk.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rq7-aj9-sc7
title: Pandanus odorifer (Forssk.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.z4dz4t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Neofelis nebulosa (Griffith, 1821))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112496-250525065834625/datasets/export for details.
DOI: 10.3535/gwr-wbd-2n8
title: Pandanus odorifer (Forssk.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wdl-aw0-86l
title: Pandanus odorifer (Forssk.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3jl-t4r-h9j
title: Benstonea parva (Ridl.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pzn-h1s-vhx
title: Malpighiales

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6jx-5y0-h56
title: Malpighiales

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jkn-bzj-m96
title: Pandanus odorifer (Forssk.) Kuntze

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/se6-lf4-j07
title: Pandanus ornatus Kurz

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j9d-r03-7y8
title: Benstonea affinis (Kurz) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rzy-0jg-39j
title: Asplenium nigripes (Fée ex T. Moore) Hook.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nkw-jn8-ckw
title: Asplenium nigripes (Fée ex T. Moore) Hook.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/we1-lv3-ccf
title: Pandanus fusinus Martelli

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cbj-bk0-v1v
title: Pandanus fusinus Martelli

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g6c-s12-gcl
title: Pandanus beccarii Solms

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5vd-4x3-wr1
title: Benstonea ellipsoidea (Warb.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zj1-236-tzn
title: Pandanus tectorius Parkinson

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/96l-h35-zj7
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gkh-9fr-ztt
title: Hypopterygiopsis vaginata (Spring) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/144-03j-81l
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hpf-h5v-0hj
title: Chuselaginella thurnwaldiana (Hieron.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5e3-m4w-cel
title: Anacyclus radiatus subsp. radiatus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/atc-m55-4sz
title: Benstonea lauterbachii (K.Schum. & Warb.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/02m-73v-zlg
title: Pandanus esculentus Martelli

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t7r-94a-dle
title: Freycinetia celebica Solms

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yny-nz6-0dj
title: Carex pseudobrizoides Clavaud

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hrj-7ve-4fv
title: Carex pseudoarenaria Rchb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/q64-1ds-07k
title: Carex pseudobrizoides Clavaud

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g02-5rl-dwv
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qkt-txb-kte
title: Anacyclus radiatus subsp. radiatus

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/q7f-rp7-xv2
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/43b-ht4-pyn
title: Benstonea ellipsoidea (Warb.) Callm. & Buerki

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xc7-7dn-myv
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0ey-qvc-y0c
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4a1-w8m-l88
title: Carex repens Bellardi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dqp-ma4-zqe
title: Symplocos revoluta (Mart.) Casar.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tg1-l3c-zh2
title: Lindsaea pulchella (J. Sm.) Mett.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3ca-7zt-qfw
title: Rhipsalis rhombea (Salm-Dyck) Pfeiff.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lrj-anp-kfy
title: Rhipsalis rhombea (Salm-Dyck) Pfeiff.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.3rcttk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Country is Bangladesh",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112498-250525065834625/datasets/export for details.
DOI: 10.3535/t3n-ndl-27w
title: Tamarix minoa J. L. Villar, Turland, Juan, Gaskin, M. A. Alonso & M. B. Crespo

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tld-zk2-2es
title: Dionysia robusta Younesi

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9f5-ef1-bsh
title: Hedysarum erythroleucum Schott & Kotschy ex Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.pjryk2
title: Occurrence Download

description: A dataset containing 6135 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 {
 "and" : [
 "PublishingCountry is one of (Canada)",
 "TaxonKey is one of (Picea glauca [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 6135 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008515-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9v7gt
title: Occurrence Download

description: A dataset containing 14730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "OccurrenceStatus is Present",
 "TaxonKey is Ficaria verna"
 ]
}

 The dataset includes 14730 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001925-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18530243
title: When Guidelines Lag Evidence: ESM-Enhanced RAG for Bias-Resistant Clinical AI

description: As large language models (LLMs) integrate into clinical practice, guideline development, and patient decision support, their tendency to hallucinate (generating fluent yet factually inaccurate outputs) presents a serious risk to evidence-based care. Retrieval-Augmented Generation (RAG) offers a meaningful improvement by linking responses to external knowledge sources, typically reducing error rates by ~30–50% in controlled evaluations. RAG establishes a new standard for AI precision, enabling models like GPT to effectively navigate the nuances of advanced clinical decision-making. However, RAG alone is insufficient when retrieval yields selectively curated or biased references, which can reinforce inherited institutional assumptions rather than prioritizing unfiltered, high-veracity evidence essential for AI-enhanced applications.

This article introduces ESM‑Enhanced RAG as a general‑purpose veracity framework for AI systems, using medicine as a proof‑of‑concept domain to both validate the approach and educate clinicians about bias‑reduced AI.