cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/nc8-nll-aes
title: Bostryx Troschel, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/96g-yz1-z1v
title: Zonitoides nitidus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qrn-t6m-t05
title: Ischnochiton circumvallatus (Reeve, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6wb-b87-el9
title: Gonyodiscus rotundatus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejx-23d-ja2
title: Obelia longissima (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n8n-ty5-w22
title: Glycymeris glycymeris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b57-xfw-k8q
title: Euconulus fulvus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xgp-9bv-kzy
title: Carychium minimum O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g5q-wnq-wmd
title: Chaetopleura pomarium Barnard, 1963

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f82-0j8-m1y
title: Callochiton septemvalvis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nne-ysy-ejn
title: Simulamerelina caribaea (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b0q-3ae-d5a
title: Sepietta neglecta Naef, 1916

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cgb-jq2-690
title: Bostryx andoicus (Morelet, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e1j-btq-mrd
title: Conus jaspideus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/etm-9hn-8pf
title: Diplodonta rotundata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sd6-v3w-6e0
title: Zonitoides nitidus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsq-w3y-eyl
title: Lottia cubensis (Reeve, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6a5-xwt-xcz
title: Littoraria scabra (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/36q-gg9-sj0
title: Eudendrium merulum Watson, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4fd-h25-nxd
title: Halecium bermudense Congdon, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/363-vjl-tp3
title: Tetrarca tetragona (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/evf-fcg-zdp
title: Saccella commutata (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f69-xj9-hq4
title: Aglaophenia octodonta (Heller, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/862-77r-49d
title: Cochlicopa A. Férussac, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/edy-dx6-etm
title: Vertigo pusilla O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rse-6w2-2m1
title: Thielea helicoides (Jeffreys, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2am-fpz-7rv
title: Vitrina pellucida (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k94-gnd-k8p
title: Epitoniidae S. S. Berry, 1910 (1812)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ae-40p-r49
title: Crenella decussata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxt-7q2-ckx
title: Albinaria linnei E. Gittenberger, 2008

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6d2-zkf-rj6
title: Ervilia nitens (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mzc-xbx-qal
title: Vitrea Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r50-5dn-3kp
title: Zonitoides arboreus (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3kv-h0n-f7q
title: Bulimulus eyriesii (Drouët, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c1w-skk-ljz
title: Sepiola atlantica A. d'Orbigny, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4kw-2br-8cf
title: Ellobium dominicense (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4fa-b4w-fsn
title: Mitrella moleculina (Duclos, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ebx-55n-tk6
title: Lithopoma phoebium (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3jb-jyn-61z
title: Opercularella Hincks, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q0p-5pl-bl5
title: Heliconoides inflatus (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khr-gc6-x0j
title: Zafra obesula (Hervier, 1900)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wbj-43z-mzt
title: Polyplumaria flabellata Sars, 1874

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f89-vf1-x16
title: Purpuradusta fimbriata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rms-7eg-bnj
title: Punctum pygmaeum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6w8-s5r-9ql
title: Pagodulina subdola gracilior Pilsbry, 1926

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2v9-r6m-el0
title: Modiolus modiolus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jq3-jhr-fsk
title: Cochlicopa lubrica (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gvb-e7a-vy5
title: Diodora quadriradiata (Reeve, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zep-phw-ljz
title: Carychium tridentatum (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0qj-cr2-ach
title: Thiaridae Gill, 1871 (1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3jb-swd-hpz
title: Tridentata loculosa (Busk, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s8n-s2e-5c0
title: Parvilucina crenella (Dall, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5p1-8ph-vza
title: Lepidozona interstincta (A. Gould, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzk-rj2-4h8
title: Leptoconchus ingranulosa A. Gittenberger & E. Gittenberger, 2011

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qgk-5a8-psy
title: Sertularella ellisii (Deshayes & Milne Edwards, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mv1-vwa-57z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pve-bhy-63j
title: Myrionema amboinense Pictet, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qma-yk1-yj0
title: Eudendrium carneum Clarke, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e10-gtp-046
title: Lepidopleurus cajetanus (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knd-nnl-2nz
title: Acanthochitona fascicularis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6aj-yg0-22c
title: Tonicella marmorea (O. Fabricius, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/thw-gen-512
title: Diacria trispinosa (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnv-dwn-8yq
title: Callochiton doriae (Capellini, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hbl-b54-3je
title: Monetaria moneta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wnm-lzb-5k5
title: Cavolinia uncinata (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c0l-m0j-2c5
title: Satondella danieli Segers, Swinnen & Abreu, 2009

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hac-x50-ybq
title: Pristigloma minima (G. Seguenza, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ed7-zvd-l73
title: Conus litteratus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cx0-22w-ysw
title: Mastus pupa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jgmwkv
title: Occurrence Download

description: A dataset containing 97952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Orthilia secunda",
 "Year 1957-2022"
 ]
}

 The dataset includes 97952 records from 582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003028-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/77c-hzn-mpb
title: Bathybela tenelluna (Locard, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k0d-1wc-m37
title: Abida cylindrica (Michaud, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lln-csz-8r2
title: Ennucula dalmasi (Dautzenberg, 1900)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rdb-pmk-gvg
title: Bathyarca frielei (Friele, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsx-aza-s01
title: Diphasia margareta (Hassall, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k44-jpr-x6k
title: Nerita chamaeleon Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r6e-mdh-zkn
title: Pulsellum affine (M. Sars, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8b-ajv-aqg
title: Gouldia cerina (C. B. Adams, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6a-pw7-fcl
title: Nucula sulcata Bronn, 1831

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3nr-v4k-qql
title: Steromphala tumida (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sza-a1l-577
title: Aplysia Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d5h-d6c-gae
title: Pupilla muscorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1vr-f1n-h1y
title: Halecium lankesterii (Bourne, 1890)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m5d-0zx-ml7
title: Campanularia volubilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0gd-b8z-jyr
title: Aglaophenia parvula Bale, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/efq-9sd-0zw
title: Cochlicopa A. Férussac, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t0b-kyj-7gr
title: Vitrea crystallina (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ej7bc7
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.22877 47.55899,11.22481 47.55886,11.22089 47.55847,11.21705 47.55782,11.21331 47.55691,11.20973 47.55577,11.20634 47.5544,11.20315 47.5528,11.20022 47.55101,11.19756 47.54902,11.1952 47.54687,11.19317 47.54458,11.19147 47.54216,11.19014 47.53964,11.18918 47.53705,11.1886 47.5344,11.18841 47.53173,11.18861 47.52906,11.18919 47.52642,11.19015 47.52382,11.19149 47.52131,11.19318 47.51889,11.19522 47.5166,11.19758 47.51445,11.20024 47.51247,11.20317 47.51067,11.20635 47.50908,11.20975 47.50771,11.21333 47.50657,11.21706 47.50566,11.2209 47.50502,11.22481 47.50462,11.22877 47.50449,11.23272 47.50462,11.23664 47.50502,11.24048 47.50566,11.2442 47.50657,11.24778 47.50771,11.25118 47.50908,11.25436 47.51067,11.25729 47.51247,11.25995 47.51445,11.26231 47.5166,11.26435 47.51889,11.26604 47.52131,11.26738 47.52382,11.26834 47.52642,11.26893 47.52906,11.26912 47.53173,11.26893 47.5344,11.26835 47.53705,11.26739 47.53964,11.26606 47.54216,11.26437 47.54458,11.26233 47.54687,11.25997 47.54902,11.25731 47.55101,11.25438 47.5528,11.2512 47.5544,11.2478 47.55577,11.24422 47.55691,11.24049 47.55782,11.23664 47.55847,11.23272 47.55886,11.22877 47.55899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 153 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003059-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/rbj-s2e-nkw
title: Limaria loscombi (G. B. Sowerby I, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l50-w6h-lmz
title: Zafra ocellatula (Hervier, 1900)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5s3-jz7-jyv
title: Succinea putris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tec-exl-24h
title: Leptoconchus inpleuractis A. Gittenberger & E. Gittenberger, 2011

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/epk-b9k-jre
title: Tegula funebralis (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/av7-95j-drn
title: Limatula subauriculata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g3c-hr2-gxm
title: Labyrinthus raimondii (R. A. Philippi, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n4v-34n-7v0
title: Cyclophoridae J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezw-6tp-xes
title: Glycymeris pilosa (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vrvkqk
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "TaxonKey is Aulacaspis tubercularis"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003061-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mly-q0q-wfv
title: Littorina striata P. P. King, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpa-c3l-e4l
title: Lucapina philippiana (Finlay, 1930)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.n6b8q8
title: Occurrence Download

description: A dataset containing 417041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxalis acetosella",
 "Year 1957-2022"
 ]
}

 The dataset includes 417041 records from 1244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003029-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29174045
title: LLAMA context 100 weights

description: LLAMA context 100 weights
DOI: 10.25934/pr00011003
title: Placebo effect estimation utilizing large language model

description: Neuropsychiatry is an interdisciplinary field of medicine that deals with the diagnosis, evaluation, and management of mental disorders resulting from neurological conditions. Neuropsychiatric disorders present a significant challenge in drug development, with a staggering 90% of clinical trials failing in Phase II. This high failure rate is attributed to various factors, with the placebo effect and the lack of predictive biomarkers of response are thought to be particularly prominent.

The placebo effect, when a person's physical or mental health appears to improve after taking a 'dummy' treatment, can mask genuine drug efficacy, especially in specific patient subpopulations. By accurately quantifying and predicting the placebo effect, we can better understand true drug responses and identify patients most likely to benefit from specific treatments. Allowing to match patients to drugs that benefit them most. 
Neuropsychiatric disorders, such as depression, anxiety, and schizophrenia, affect millions of people worldwide. These conditions are complex and often difficult to treat, which makes finding new medications a significant challenge. Unfortunately, about 90% of clinical trials for new neuropsychiatric drugs fail during Phase II testing. This is a critical stage where researchers determine if a treatment is effective.

One major reason for these failures is the placebo effect. The placebo effect occurs when patients experience improvements in their condition simply because they believe they are receiving treatment, even when they are not. This effect can make it difficult to tell whether a drug is truly working. Additionally, there are currently no reliable tools (biomarkers) to predict how individual patients will respond to treatment. Without these tools, it’s harder to match patients with the right medications.

This research aims to address these problems by improving our understanding of the placebo effect and developing methods to predict it. We will use Artificial Intelligence (AI), specifically a Large Language Model (LLM), to analyze patient medical records and predict how likely a patient is to respond to a placebo. Large Language Model (LLM) (e.g. Large Language Models (LLMs) are a type of artificial intelligence that can understand, generate, and translate natural language. They are trained on massive amounts of text data, enabling them to recognize patterns and relationships within language and produce human-like text) The AI will identify key patterns in the records, and a simple prediction model will be used to understand which patient characteristics influence placebo responses.

By accurately measuring and predicting the placebo effect, researchers hope to uncover the real benefits of new treatments and help doctors identify patients who are more likely to respond to specific medications. This could lead to more successful drug trials and better treatment options for patients with neuropsychiatric disorders.