cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/4zw-390-qyg
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4r2-1tt-tkt
title: Monoplex parthenopeus (Salis Marschlins, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tbc-nl9-6ln
title: Cellana toreuma (Reeve, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2fa-b2j-wk4
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jdl-ffy-c6j
title: Lottia antillarum G. B. Sowerby I, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2th-jc0-9sl
title: Clione limacina (Phipps, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t34-5kj-jy5
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twh-vbj-4kb
title: Emarginula sicula J. E. Gray, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/06t-34m-r1s
title: Pterotrachea coronata Forsskål, 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a4p-2kw-8ep
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/esz-77a-wqa
title: Pyramidula pusilla (Vallot, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t1n-qxw-e4y
title: Caribedaphne permiscere (Nowell-Usticke, 1969)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/42k-a2t-qc0
title: Patella caerulea Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7cg-3cn-a4x
title: Cymbula compressa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smc-tn4-slc
title: Phaxas pellucidus (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sw-myx-fc7
title: Phyllonotus margaritensis (Abbott, 1958)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqe-apy-ztt
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jf8-g1a-hfw
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yft-sj4-zks
title: Eulithidium bellum (M. Smith, 1937)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwy-ksv-j3j
title: Amblychilepas javanicensis (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0kn-h1v-80a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fev-y3j-y7k
title: Calliostoma zizyphinum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fp6-xbb-k99
title: Onoba moreleti Dautzenberg, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w2w-rm5-9e6
title: Octopus vulgaris Cuvier, 1797

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rh-y6n-n0t
title: Pterotrachea coronata Forsskål, 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/glr-43y-0k6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sc4-ntd-e89
title: Cavolinia globulosa J. E. Gray, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.a72vyg
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vicia magellanica"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005552-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3g0-2f4-bbk
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mz9-3g8-1bd
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4x-7rd-mh5
title: Acmaea Eschscholtz, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ly-95e-tln
title: Jujubinus exasperatus (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/43m-axg-svr
title: Euconulus fulvus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fw7-byj-j3s
title: Fusitriton oregonensis (Redfield, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lbc-dpj-mc5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gtx-1s7-x80
title: Agagus agagus Jousseaume, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmn-lk4-c36
title: Lottiidae Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/syj-van-qv0
title: Nacella deaurata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qym-r2s-dvw
title: Clio pyramidata Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rlx-1pk-j3k
title: Mitrella ocellata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ev-he3-z77
title: Polyplacophora Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29a-32d-lb8
title: Strophomenia debilis (Nierstrasz, 1902)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zxn-cl2-371
title: Diloma nigerrimum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d8q-y9e-5c9
title: Phorcus lineatus (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwr-bll-5f2
title: Euchelus atratus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a9x-375-qk1
title: Ethminolia doriae (Caramagna, 1888)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rez-x46-cp4
title: Spongiobranchaea australis A. d'Orbigny, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r0z-zbd-z5e
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mtv-jh1-h62
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdt-157-5xc
title: Nitidella nitida (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhr-qs3-gzg
title: Epimenia australis (Thiele, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yk2-9xg-he9
title: Strophomenia indica (Nierstrasz, 1902)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zke-rnp-dkh
title: Columbella rustica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8am-tg5-fnl
title: Architectonica nobilis Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w9m-emc-pha
title: Pterotrachea coronata Forsskål, 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bk7-z84-kq5
title: Pneumoderma violaceum A. d'Orbigny, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy5-ynr-pf0
title: Lithopoma tectum ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z3h-mcl-1jf
title: Astralium rhodostomum (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/asc-j69-tv5
title: Zonitoides arboreus (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fd2-lb7-4aa
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33z-0vm-rke
title: Graphis albida (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w74-mcm-1bc
title: Nucula sulcata Bronn, 1831

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ljd-f8f-dmp
title: Doryteuthis pleii (Blainville, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ay-dx2-4ls
title: Patella caerulea Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kyx-m1x-v1x
title: Eledone cirrhosa (Lamarck, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e32-bgk-4sn
title: Steromphala cineraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zgd-ak4-xbd
title: Ranella australasia (G. Perry, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ay-0jl-21e
title: Notocochlis tranquilla (Melvill & Standen, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6d-hcd-gml
title: Monodonta canalifera Lamarck, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fg1-1k7-afs
title: Leptopoma perlucidum (Grateloup, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vpy-hzw-20r
title: Cerithiopsis Forbes & Hanley, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cxq-xf5-8a3
title: Belgrandia marginata (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hcn-jwa-h3f
title: Neverita didyma (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ww0-304-a76
title: Ranellidae Gray, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1qb-smz-2vw
title: Monoplex krebsii (Mörch, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d3f-v94-gh8
title: Mammilla melanostoma (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ex-cma-19j
title: Caecum donmoorei Mitchell-Tapping, 1979

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hhc-4kx-0p3
title: Echinolittorina meleagris (Potiez & Michaud, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykk-06a-k4f
title: Fossarus ambiguus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lbe-qba-p9y
title: Strombus pugilis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vrl-ge7-cqg
title: Chondropoma julieni L. Pfeiffer, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03l-yak-380
title: Truncatella marginata Küster, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hhd-4gl-bee
title: Elachisina floridana (Rehder, 1943)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2je-rk2-93h
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/94a-wwn-esh
title: Seila A. Adams, 1861

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9c3-mld-bm4
title: Parafossarulus manchouricus (Bourguignat, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7gm-6tj-xqn
title: Pomatiopsis lapidaria (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bj8-jsm-cgg
title: Bithynia tentaculata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50h-0fk-z56
title: Cerithium atratum (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v11-3mg-k02
title: Supplanaxis nucleus (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6jp-hyd-m44
title: Littoraria angulifera (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwr-0hs-2c6
title: Papillicardium papillosum (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r7c-hmc-651
title: Cochlostoma paladilhianum (Saint-Simon, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/106-wme-4sz
title: Sabinella troglodytes (Thiele, 1925)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpp-bvl-ljz
title: Littoraria intermedia (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9cf-c9y-m32
title: Oncomelania yaoi Bartsch, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d4h-rxa-gdq
title: Phalium decussatum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6jz-ydf-8ca
title: Pirenella alata (R. A. Philippi, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h30-dby-jzt
title: Gyroscala commutata (Monterosato, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8we-l1j-lcc
title: Epitonium sowerbyanum (Nyst, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dgq-tt2-e27
title: Iniforis violacea (Quoy & Gaimard, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2h-x5y-rh0
title: Pleurocera pyrenella (Conrad, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wa-p0m-hx9
title: Clithon oualaniense (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nt-x6c-eqm
title: Rumina decollata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/enh-1rf-r21
title: Turritella Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cnq-9px-mgk
title: Tympanotonos fuscatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m24-4r6-fqk
title: Ferussacia folliculum (Schröter, 1784)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74z-j2r-cq2
title: Triphora Blainville, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rjp6ak
title: Occurrence Download

description: A dataset containing 16444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-105.3117 21.41015, -104.8117 21.41015, -104.8117 21.91015, -105.3117 21.91015, -105.3117 21.41015))",
 "KingdomKey is Plantae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16444 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005553-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/x23-vr4-jal
title: Polinices Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cnq-3cg-z6j
title: Eulimidae R. A. Philippi, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yn5-7w4-crl
title: Polinices Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cxd-g89-3hy
title: Charonia lampas (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g8e-gbq-99z
title: Epitoniidae S. S. Berry, 1910 (1812)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1xg-sn1-fy7
title: Elongaria orientalis (I. Lea, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/emx-rwq-2dd
title: Nerita histrio Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7a0-t79-4sj
title: Nerita albicilla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dh0-pbm-se5
title: Filogranula annulata (O. G. Costa, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6wf-t8h-bvc
title: Gibberulus gibbosus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9nt-xyl-mn5
title: Tonna pennata (Mörch, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/czt-d8c-yrs
title: Tropidophora ligata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8v4-c2b-zde
title: Litiopa melanostoma Rang, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18518194
title: Reproducibility Package for "A Governance Architecture for AI-Assisted Validation of Construction Cost Knowledge: Combining Domain Rules with LLM Semantic Analysis"

description: Reproducibility package for the paper "A Governance Architecture for AI-Assisted Validation of Construction Cost Knowledge: Combining Domain Rules with LLM Semantic Analysis" submitted to the Journal of Construction Engineering and Management (JCEM).

Contents:



Sanitized validation datasets (expert-labeled n=100 sample, portfolio-scale n=1,025 four-way ablation results, baseline ladder outputs, and inter-rater reliability data)

Single-command verification script (verify_all_paper_numbers.py) that reproduces all table-level metrics derivable from the released data, including expert agreement metrics (F1, precision, recall, Cohen's kappa), confusion matrices, cross-region analysis, baseline comparisons (LR-S2 via GroupKFold), and risk distribution across validation modes

Frozen official McNemar and bootstrap delta-F1 artifacts from the original production evaluation

LLM prompt template and structured output schema used for semantic analysis

Reproducibility supplement (PDF)


Sanitization: Raw BOQ text, unit prices, and tender names are blanked for commercial confidentiality. Identifiers (FormulaId, TenderId) are pseudonymized consistently across all files. Component percentage features and derived risk classifications are preserved in full.

Usage: python verify_all_paper_numbers.py --data-root research/data --output-dir outputs

Requirements: Python 3.9+, pandas, numpy, scikit-learn, scipy (see requirements.txt)
DOI: 10.5281/zenodo.18595877
title: Reproducibility Package for "A Governance Architecture for AI-Assisted Validation of Construction Cost Knowledge: Combining Domain Rules with LLM Semantic Analysis"

description: Reproducibility package for the paper "A Governance Architecture for AI-Assisted Validation of Construction Cost Knowledge: Combining Domain Rules with LLM Semantic Analysis" submitted to the Journal of Construction Engineering and Management (JCEM).

Contents:



Sanitized validation datasets (expert-labeled n=100 sample, portfolio-scale n=1,025 four-way ablation results, baseline ladder outputs, and inter-rater reliability data)

Single-command verification script (verify_all_paper_numbers.py) that reproduces all table-level metrics derivable from the released data, including expert agreement metrics (F1, precision, recall, Cohen's kappa), confusion matrices, cross-region analysis, baseline comparisons (LR-S2 via GroupKFold), and risk distribution across validation modes

Frozen official McNemar and bootstrap delta-F1 artifacts from the original production evaluation

LLM prompt template and structured output schema used for semantic analysis

Reproducibility supplement (PDF)


Sanitization: Raw BOQ text, unit prices, and tender names are blanked for commercial confidentiality. Identifiers (FormulaId, TenderId) are pseudonymized consistently across all files. Component percentage features and derived risk classifications are preserved in full.

Usage: python verify_all_paper_numbers.py --data-root research/data --output-dir outputs

Requirements: Python 3.9+, pandas, numpy, scikit-learn, scipy (see requirements.txt)