cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/ar/plul2f
title: PAN-00176266 - large single looped ring buckle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00176266&lt;/p&gt;
description: Modified: 2025-11-11T11:19:07+01:00
DOI: 10.13130/rd_unimi/7sax9x/jvhef7
title: Maggio_1902_Pagina_009.jpg

description: Bulletin of 1902/05/03
DOI: 10.13130/rd_unimi/depg5t/sclceo
title: Maggio_1898_Pagina_072.jpg

description: Bulletin of 1898/05/18
DOI: 10.13130/rd_unimi/gwa1r1/kurdix
title: Maggio_1901_Pagina_037.jpg

description: Bulletin of 1901/05/10
DOI: 10.17632/nzg3tt56v2
title: Related data for "High-throughput protein interactome identifies LSD1 as a regulator of SARS-CoV-2 production through lysine demethylation of viral nucleocapsid protein"

description: The uploaded file contains the WB and statistical analysis data for the figures shown in manuscript and supporting information.
DOI: 10.13130/rd_unimi/6g4l2b/ssdcih
title: Maggio_1904_Pagina_013.jpg

description: Bulletin of 1904/05/04
DOI: 10.13130/rd_unimi/depg5t/mnqooj
title: Maggio_1898_Pagina_073.jpg

description: Bulletin of 1898/05/19
DOI: 10.13130/rd_unimi/gwa1r1/73rwzi
title: Maggio_1901_Pagina_038.jpg

description: Bulletin of 1901/05/10
DOI: 10.13130/rd_unimi/me79ng/jrqksx
title: Maggio_1903_Pagina_013.jpg

description: Bulletin of 1903/05/04
DOI: 10.13130/rd_unimi/6g4l2b/ifo2y3
title: Maggio_1904_Pagina_014.jpg

description: Bulletin of 1904/05/04
DOI: 10.13130/rd_unimi/7sax9x/6p5orf
title: Maggio_1902_Pagina_010.jpg

description: Bulletin of 1902/05/03
DOI: 10.13130/rd_unimi/me79ng/hnkcgs
title: Maggio_1903_Pagina_014.jpg

description: Bulletin of 1903/05/04
DOI: 10.17632/nzg3tt56v2.1
title: Related data for "High-throughput protein interactome identifies LSD1 as a regulator of SARS-CoV-2 production through lysine demethylation of viral nucleocapsid protein"

description: The uploaded file contains the WB and statistical analysis data for the figures shown in manuscript and supporting information.
DOI: 10.13130/rd_unimi/depg5t/w3ol5o
title: Maggio_1898_Pagina_074.jpg

description: Bulletin of 1898/05/19
DOI: 10.13130/rd_unimi/gwa1r1/kftrik
title: Maggio_1901_Pagina_039.jpg

description: Bulletin of 1901/05/10
DOI: 10.13130/rd_unimi/6g4l2b/iczuw7
title: Maggio_1904_Pagina_015.jpg

description: Bulletin of 1904/05/04
DOI: 10.13130/rd_unimi/7sax9x/fz0wm8
title: Maggio_1902_Pagina_011.jpg

description: Bulletin of 1902/05/03
DOI: 10.13130/rd_unimi/me79ng/af5yuy
title: Maggio_1903_Pagina_015.jpg

description: Bulletin of 1903/05/04
DOI: 10.13130/rd_unimi/6g4l2b/7ah3si
title: Maggio_1904_Pagina_016.jpg

description: Bulletin of 1904/05/04
DOI: 10.13130/rd_unimi/depg5t/mh2kqp
title: Maggio_1898_Pagina_075.jpg

description: Bulletin of 1898/05/19
DOI: 10.13130/rd_unimi/gwa1r1/baa2ye
title: Maggio_1901_Pagina_040.jpg

description: Bulletin of 1901/05/10
DOI: 10.13130/rd_unimi/7sax9x/m2t5ll
title: Maggio_1902_Pagina_012.jpg

description: Bulletin of 1902/05/03
DOI: 10.13130/rd_unimi/me79ng/d8gspg
title: Maggio_1903_Pagina_016.jpg

description: Bulletin of 1903/05/04
DOI: 10.17632/k65v3vxwhb.2
title: Domain-specific Topic Modeling Configurations for Explainable Document-level Translation Evaluation

description: 1. LSA_elbow_points.pdf: Contains per-domain elbow points derived from singular value decay curves (up to 30 components). Used to determine the optimal number of LSA topics for each domain.
2. LSA_full_singular_values.pdf: Provides complete singular value distributions for all domains and both languages (Korean/English). Shows variance contribution across components and supports dimensionality analysis.
3. LSA_max_features.pdf: Shows max-feature sensitivity tests across domains to determine the optimal TF-IDF vocabulary size. Includes comparisons of 500/1000/10000 features and their impact on stability.
4. LDA_coherence.pdf: Shows per-domain LDA coherence (c_v) across 1–30 topics and marks the selected optimal topic count k with a red dashed line for choosing the number of LDA topics.
DOI: 10.13130/rd_unimi/6g4l2b/r64yo1
title: Maggio_1904_Pagina_017.jpg

description: Bulletin of 1904/05/05
DOI: 10.13130/rd_unimi/depg5t/xe5hhk
title: Maggio_1898_Pagina_076.jpg

description: Bulletin of 1898/05/19
DOI: 10.13130/rd_unimi/gwa1r1/kp4rid
title: Maggio_1901_Pagina_041.jpg

description: Bulletin of 1901/05/11
DOI: 10.13130/rd_unimi/6g4l2b/sik44u
title: Maggio_1904_Pagina_018.jpg

description: Bulletin of 1904/05/05
DOI: 10.13130/rd_unimi/7sax9x/cu0vcl
title: Maggio_1902_Pagina_013.jpg

description: Bulletin of 1902/05/04
DOI: 10.13130/rd_unimi/me79ng/uugnt6
title: Maggio_1903_Pagina_017.jpg

description: Bulletin of 1903/05/05
DOI: 10.13130/rd_unimi/7sax9x/s9edu5
title: Maggio_1902_Pagina_014.jpg

description: Bulletin of 1902/05/04
DOI: 10.13130/rd_unimi/depg5t/oaclvv
title: Maggio_1898_Pagina_077.jpg

description: Bulletin of 1898/05/20
DOI: 10.13130/rd_unimi/gwa1r1/2wye7c
title: Maggio_1901_Pagina_042.jpg

description: Bulletin of 1901/05/11
DOI: 10.13130/rd_unimi/6g4l2b/58mccy
title: Maggio_1904_Pagina_019.jpg

description: Bulletin of 1904/05/05
DOI: 10.13130/rd_unimi/me79ng/ahaxes
title: Maggio_1903_Pagina_018.jpg

description: Bulletin of 1903/05/05
DOI: 10.13130/rd_unimi/7sax9x/bzba2w
title: Maggio_1902_Pagina_015.jpg

description: Bulletin of 1902/05/04
DOI: 10.13130/rd_unimi/depg5t/t1yhvm
title: Maggio_1898_Pagina_078.jpg

description: Bulletin of 1898/05/20
DOI: 10.13130/rd_unimi/gwa1r1/fbj1ro
title: Maggio_1901_Pagina_043.jpg

description: Bulletin of 1901/05/11
DOI: 10.13130/rd_unimi/me79ng/zdwv2z
title: Maggio_1903_Pagina_019.jpg

description: Bulletin of 1903/05/05
DOI: 10.13130/rd_unimi/6g4l2b/asmgda
title: Maggio_1904_Pagina_020.jpg

description: Bulletin of 1904/05/05
DOI: 10.13130/rd_unimi/7sax9x/lhij8n
title: Maggio_1902_Pagina_016.jpg

description: Bulletin of 1902/05/04
DOI: 10.13130/rd_unimi/depg5t/cc4edb
title: Maggio_1898_Pagina_079.jpg

description: Bulletin of 1898/05/20
DOI: 10.13130/rd_unimi/gwa1r1/s0wmbl
title: Maggio_1901_Pagina_044.jpg

description: Bulletin of 1901/05/11
DOI: 10.13130/rd_unimi/me79ng/0vsyhy
title: Maggio_1903_Pagina_020.jpg

description: Bulletin of 1903/05/05
DOI: 10.13130/rd_unimi/6g4l2b/02qcso
title: Maggio_1904_Pagina_021.jpg

description: Bulletin of 1904/05/06
DOI: 10.13130/rd_unimi/depg5t/wdzngp
title: Maggio_1898_Pagina_080.jpg

description: Bulletin of 1898/05/20
DOI: 10.13130/rd_unimi/gwa1r1/tud1fs
title: Maggio_1901_Pagina_045.jpg

description: Bulletin of 1901/05/12
DOI: 10.13130/rd_unimi/6g4l2b/kiqwnc
title: Maggio_1904_Pagina_022.jpg

description: Bulletin of 1904/05/06
DOI: 10.13130/rd_unimi/7sax9x/so7gjh
title: Maggio_1902_Pagina_017.jpg

description: Bulletin of 1902/05/05
DOI: 10.13130/rd_unimi/me79ng/pulvyi
title: Maggio_1903_Pagina_021.jpg

description: Bulletin of 1903/05/06
DOI: 10.13130/rd_unimi/7sax9x/gzffn4
title: Maggio_1902_Pagina_018.jpg

description: Bulletin of 1902/05/05
DOI: 10.13130/rd_unimi/depg5t/5cifls
title: Maggio_1898_Pagina_081.jpg

description: Bulletin of 1898/05/21
DOI: 10.13130/rd_unimi/gwa1r1/1oqx1x
title: Maggio_1901_Pagina_046.jpg

description: Bulletin of 1901/05/12
DOI: 10.13130/rd_unimi/6g4l2b/zjbnkm
title: Maggio_1904_Pagina_023.jpg

description: Bulletin of 1904/05/06
DOI: 10.13130/rd_unimi/me79ng/cwxsp9
title: Maggio_1903_Pagina_022.jpg

description: Bulletin of 1903/05/06
DOI: 10.13130/rd_unimi/7sax9x/yauaic
title: Maggio_1902_Pagina_019.jpg

description: Bulletin of 1902/05/05
DOI: 10.13130/rd_unimi/depg5t/s1eksj
title: Maggio_1898_Pagina_082.jpg

description: Bulletin of 1898/05/21
DOI: 10.13130/rd_unimi/gwa1r1/ya2t1o
title: Maggio_1901_Pagina_047.jpg

description: Bulletin of 1901/05/12
DOI: 10.6084/m9.figshare.30901697
title: <b>Exogenous Glutathione and Nitric Oxide Improve Waterlogging Stress Tolerance in Maize</b>

description: Dataset
DOI: 10.6084/m9.figshare.30901697.v1
title: <b>Exogenous Glutathione and Nitric Oxide Improve Waterlogging Stress Tolerance in Maize</b>

description: Dataset
DOI: 10.13130/rd_unimi/6g4l2b/xvyebp
title: Maggio_1904_Pagina_024.jpg

description: Bulletin of 1904/05/06
DOI: 10.13130/rd_unimi/depg5t/2h5jzt
title: Maggio_1898_Pagina_083.jpg

description: Bulletin of 1898/05/21
DOI: 10.13130/rd_unimi/me79ng/fhgpag
title: Maggio_1903_Pagina_023.jpg

description: Bulletin of 1903/05/06
DOI: 10.13130/rd_unimi/7sax9x/vct7fg
title: Maggio_1902_Pagina_020.jpg

description: Bulletin of 1902/05/05
DOI: 10.13130/rd_unimi/gwa1r1/phkjk6
title: Maggio_1901_Pagina_048.jpg

description: Bulletin of 1901/05/12
DOI: 10.13130/rd_unimi/6g4l2b/hpvlrz
title: Maggio_1904_Pagina_025.jpg

description: Bulletin of 1904/05/07
DOI: 10.13130/rd_unimi/depg5t/qr2oxn
title: Maggio_1898_Pagina_084.jpg

description: Bulletin of 1898/05/21
DOI: 10.13130/rd_unimi/me79ng/zaiap3
title: Maggio_1903_Pagina_024.jpg

description: Bulletin of 1903/05/06
DOI: 10.13130/rd_unimi/6g4l2b/gedkmw
title: Maggio_1904_Pagina_026.jpg

description: Bulletin of 1904/05/07
DOI: 10.13130/rd_unimi/7sax9x/nfbtpp
title: Maggio_1902_Pagina_021.jpg

description: Bulletin of 1902/05/06
DOI: 10.13130/rd_unimi/depg5t/vd3nrt
title: Maggio_1898_Pagina_085.jpg

description: Bulletin of 1898/05/22
DOI: 10.13130/rd_unimi/gwa1r1/etxme6
title: Maggio_1901_Pagina_049.jpg

description: Bulletin of 1901/05/13
DOI: 10.13130/rd_unimi/6g4l2b/kzebdt
title: Maggio_1904_Pagina_027.jpg

description: Bulletin of 1904/05/07
DOI: 10.13130/rd_unimi/gwa1r1/4bqdr3
title: Maggio_1901_Pagina_050.jpg

description: Bulletin of 1901/05/13
DOI: 10.13130/rd_unimi/me79ng/e2wbot
title: Maggio_1903_Pagina_025.jpg

description: Bulletin of 1903/05/07
DOI: 10.13130/rd_unimi/7sax9x/nlhsj1
title: Maggio_1902_Pagina_022.jpg

description: Bulletin of 1902/05/06
DOI: 10.13130/rd_unimi/depg5t/r9jjza
title: Maggio_1898_Pagina_086.jpg

description: Bulletin of 1898/05/22
DOI: 10.13130/rd_unimi/6g4l2b/quqv6t
title: Maggio_1904_Pagina_028.jpg

description: Bulletin of 1904/05/07
DOI: 10.13130/rd_unimi/gwa1r1/wwymeq
title: Maggio_1901_Pagina_051.jpg

description: Bulletin of 1901/05/13
DOI: 10.13130/rd_unimi/me79ng/dnxpi0
title: Maggio_1903_Pagina_026.jpg

description: Bulletin of 1903/05/07
DOI: 10.13130/rd_unimi/7sax9x/tzrysw
title: Maggio_1902_Pagina_023.jpg

description: Bulletin of 1902/05/06
DOI: 10.13130/rd_unimi/depg5t/x8lwl4
title: Maggio_1898_Pagina_087.jpg

description: Bulletin of 1898/05/22
DOI: 10.13130/rd_unimi/gwa1r1/zasvda
title: Maggio_1901_Pagina_052.jpg

description: Bulletin of 1901/05/13
DOI: 10.13130/rd_unimi/6g4l2b/cf6hip
title: Maggio_1904_Pagina_029.jpg

description: Bulletin of 1904/05/08
DOI: 10.13130/rd_unimi/7sax9x/kb5ymd
title: Maggio_1902_Pagina_024.jpg

description: Bulletin of 1902/05/06
DOI: 10.13130/rd_unimi/me79ng/nifcxb
title: Maggio_1903_Pagina_027.jpg

description: Bulletin of 1903/05/07
DOI: 10.13130/rd_unimi/depg5t/mi2i82
title: Maggio_1898_Pagina_088.jpg

description: Bulletin of 1898/05/22
DOI: 10.13130/rd_unimi/gwa1r1/b70fnp
title: Maggio_1901_Pagina_053.jpg

description: Bulletin of 1901/05/14
DOI: 10.13130/rd_unimi/me79ng/r8gel8
title: Maggio_1903_Pagina_028.jpg

description: Bulletin of 1903/05/07
DOI: 10.13130/rd_unimi/6g4l2b/uy26u2
title: Maggio_1904_Pagina_030.jpg

description: Bulletin of 1904/05/08
DOI: 10.13130/rd_unimi/7sax9x/mopohv
title: Maggio_1902_Pagina_025.jpg

description: Bulletin of 1902/05/07
DOI: 10.13130/rd_unimi/depg5t/ez8yro
title: Maggio_1898_Pagina_089.jpg

description: Bulletin of 1898/05/23
DOI: 10.13130/rd_unimi/6g4l2b/6wgvs3
title: Maggio_1904_Pagina_031.jpg

description: Bulletin of 1904/05/08
DOI: 10.13130/rd_unimi/gwa1r1/rqsx4b
title: Maggio_1901_Pagina_054.jpg

description: Bulletin of 1901/05/14
DOI: 10.13130/rd_unimi/7sax9x/8la8xt
title: Maggio_1902_Pagina_026.jpg

description: Bulletin of 1902/05/07
DOI: 10.13130/rd_unimi/depg5t/mc6sub
title: Maggio_1898_Pagina_090.jpg

description: Bulletin of 1898/05/23
DOI: 10.13130/rd_unimi/me79ng/fnndr1
title: Maggio_1903_Pagina_029.jpg

description: Bulletin of 1903/05/08
DOI: 10.13130/rd_unimi/6g4l2b/1vuvo8
title: Maggio_1904_Pagina_032.jpg

description: Bulletin of 1904/05/08
DOI: 10.13130/rd_unimi/7sax9x/kvkx9l
title: Maggio_1902_Pagina_027.jpg

description: Bulletin of 1902/05/07
DOI: 10.13130/rd_unimi/gwa1r1/pgx9hd
title: Maggio_1901_Pagina_055.jpg

description: Bulletin of 1901/05/14
DOI: 10.13130/rd_unimi/depg5t/h4xwkg
title: Maggio_1898_Pagina_091.jpg

description: Bulletin of 1898/05/23
DOI: 10.13130/rd_unimi/gwa1r1/gj8rfx
title: Maggio_1901_Pagina_056.jpg

description: Bulletin of 1901/05/14
DOI: 10.13130/rd_unimi/me79ng/tdhbsr
title: Maggio_1903_Pagina_030.jpg

description: Bulletin of 1903/05/08
DOI: 10.13130/rd_unimi/6g4l2b/91hslf
title: Maggio_1904_Pagina_033.jpg

description: Bulletin of 1904/05/09
DOI: 10.13130/rd_unimi/7sax9x/nbri8x
title: Maggio_1902_Pagina_028.jpg

description: Bulletin of 1902/05/07
DOI: 10.13130/rd_unimi/depg5t/2ynqwd
title: Maggio_1898_Pagina_092.jpg

description: Bulletin of 1898/05/23
DOI: 10.17632/mv5dtpv6p6
title: Houpoea officinalis flowers phenolic compounds: Optimization extraction, phenolic profiling, and antioxidant mechanism elucidation based on network pharmacology and molecular docking

description: Houpoea officinalis flowers phenolic compounds: Optimization extraction, phenolic profiling, and antioxidant mechanism elucidation based on network pharmacology and molecular docking
DOI: 10.13130/rd_unimi/6g4l2b/j4flcu
title: Maggio_1904_Pagina_034.jpg

description: Bulletin of 1904/05/09
DOI: 10.13130/rd_unimi/gwa1r1/qlnv28
title: Maggio_1901_Pagina_057.jpg

description: Bulletin of 1901/05/15
DOI: 10.13130/rd_unimi/me79ng/hquovf
title: Maggio_1903_Pagina_031.jpg

description: Bulletin of 1903/05/08
DOI: 10.17632/mv5dtpv6p6.1
title: Houpoea officinalis flowers phenolic compounds: Optimization extraction, phenolic profiling, and antioxidant mechanism elucidation based on network pharmacology and molecular docking

description: Houpoea officinalis flowers phenolic compounds: Optimization extraction, phenolic profiling, and antioxidant mechanism elucidation based on network pharmacology and molecular docking
DOI: 10.13130/rd_unimi/7sax9x/op5w74
title: Maggio_1902_Pagina_029.jpg

description: Bulletin of 1902/05/08
DOI: 10.13130/rd_unimi/depg5t/tlcmgp
title: Maggio_1898_Pagina_093.jpg

description: Bulletin of 1898/05/24
DOI: 10.13130/rd_unimi/me79ng/pmy2ez
title: Maggio_1903_Pagina_032.jpg

description: Bulletin of 1903/05/08
DOI: 10.13130/rd_unimi/6g4l2b/v12nyu
title: Maggio_1904_Pagina_035.jpg

description: Bulletin of 1904/05/09
DOI: 10.13130/rd_unimi/7sax9x/2ygbyv
title: Maggio_1902_Pagina_030.jpg

description: Bulletin of 1902/05/08
DOI: 10.13130/rd_unimi/gwa1r1/05gobz
title: Maggio_1901_Pagina_058.jpg

description: Bulletin of 1901/05/15
DOI: 10.17632/zwgy67bw3r
title: Global Groundwater Isotope Dataset

description: This dataset contains 94,292 groundwater hydrogen-oxygen stable isotope measurements, sourced from three components: 77,740 website records, 15,791 reference literature entries, and 761 field measurements. The National Water Information System (NWIS) of the U.S. Geological Survey (USGS) primarily provides groundwater isotope data within the United States, while the Global Natural Isotopes in Precipitation (GNIP/WIS) database mainly covers limited regions including the United States, Western Europe, and South Africa, with relatively sparse global coverage. To enhance spatial completeness, we integrated published isotope observation data, significantly expanding the dataset's global reach. The updated dataset now encompasses previously undersampled areas such as the Arctic region, East African Highlands, Western Australia, and high-altitude mountainous regions, achieving more balanced spatial distribution.
DOI: 10.13130/rd_unimi/depg5t/aur855
title: Maggio_1898_Pagina_094.jpg

description: Bulletin of 1898/05/24
DOI: 10.13130/rd_unimi/gwa1r1/qtkujn
title: Maggio_1901_Pagina_059.jpg

description: Bulletin of 1901/05/15
DOI: 10.13130/rd_unimi/me79ng/xyzjtb
title: Maggio_1903_Pagina_033.jpg

description: Bulletin of 1903/05/09
DOI: 10.13130/rd_unimi/6g4l2b/8ia8s9
title: Maggio_1904_Pagina_036.jpg

description: Bulletin of 1904/05/09
DOI: 10.13130/rd_unimi/7sax9x/hawu4y
title: Maggio_1902_Pagina_031.jpg

description: Bulletin of 1902/05/08
DOI: 10.13130/rd_unimi/depg5t/tp2rbp
title: Maggio_1898_Pagina_095.jpg

description: Bulletin of 1898/05/24
DOI: 10.17632/zwgy67bw3r.2
title: Global Groundwater Isotope Dataset

description: This dataset contains 94,292 groundwater hydrogen-oxygen stable isotope measurements, sourced from three components: 77,740 website records, 15,791 reference literature entries, and 761 field measurements. The National Water Information System (NWIS) of the U.S. Geological Survey (USGS) primarily provides groundwater isotope data within the United States, while the Global Natural Isotopes in Precipitation (GNIP/WIS) database mainly covers limited regions including the United States, Western Europe, and South Africa, with relatively sparse global coverage. To enhance spatial completeness, we integrated published isotope observation data, significantly expanding the dataset's global reach. The updated dataset now encompasses previously undersampled areas such as the Arctic region, East African Highlands, Western Australia, and high-altitude mountainous regions, achieving more balanced spatial distribution.
DOI: 10.13130/rd_unimi/gwa1r1/jlgohm
title: Maggio_1901_Pagina_060.jpg

description: Bulletin of 1901/05/15
DOI: 10.13130/rd_unimi/me79ng/4g2r0e
title: Maggio_1903_Pagina_034.jpg

description: Bulletin of 1903/05/09
DOI: 10.13130/rd_unimi/6g4l2b/jklzzz
title: Maggio_1904_Pagina_037.jpg

description: Bulletin of 1904/05/10
DOI: 10.13130/rd_unimi/7sax9x/wgptlq
title: Maggio_1902_Pagina_032.jpg

description: Bulletin of 1902/05/08
DOI: 10.13130/rd_unimi/depg5t/xtirsn
title: Maggio_1898_Pagina_096.jpg

description: Bulletin of 1898/05/24
DOI: 10.13130/rd_unimi/me79ng/nmfnkb
title: Maggio_1903_Pagina_035.jpg

description: Bulletin of 1903/05/09
DOI: 10.17632/rvssk24wvh
title: FT-TRANSFORMER-DRIVEN CROP SUITABILITY PREDICTION USING MULTI-NUTRIENT INDICES FOR PRECISION AGRICULTURE

description: This study proposes an intelligent crop decision support framework that integrates soil nutrient profiling with machine learning and deep learning models to enable precision-oriented agricultural planning. Multiple models, including Random Forest, K-Nearest Neighbors, Dense Neural Networks, 1D Convolutional Neural Networks, and the FT-Transformer, are evaluated for their effectiveness in learning non-linear relationships from tabular soil nutrient data. Comparative evaluation indicates that the FT-Transformer achieves the highest predictive accuracy of 98.64%, demonstrating superior capability in capturing multi-nutrient interdependencies. Random Forest attains an accuracy of 92.00%, while KNN records 90.00%, reflecting limitations of distance-based learning in high-dimensional nutrient spaces.
DOI: 10.13130/rd_unimi/depg5t/4efn9c
title: Maggio_1898_Pagina_097.jpg

description: Bulletin of 1898/05/25
DOI: 10.13130/rd_unimi/gwa1r1/mszsz9
title: Maggio_1901_Pagina_061.jpg

description: Bulletin of 1901/05/16
DOI: 10.17632/rvssk24wvh.1
title: FT-TRANSFORMER-DRIVEN CROP SUITABILITY PREDICTION USING MULTI-NUTRIENT INDICES FOR PRECISION AGRICULTURE

description: This study proposes an intelligent crop decision support framework that integrates soil nutrient profiling with machine learning and deep learning models to enable precision-oriented agricultural planning. Multiple models, including Random Forest, K-Nearest Neighbors, Dense Neural Networks, 1D Convolutional Neural Networks, and the FT-Transformer, are evaluated for their effectiveness in learning non-linear relationships from tabular soil nutrient data. Comparative evaluation indicates that the FT-Transformer achieves the highest predictive accuracy of 98.64%, demonstrating superior capability in capturing multi-nutrient interdependencies. Random Forest attains an accuracy of 92.00%, while KNN records 90.00%, reflecting limitations of distance-based learning in high-dimensional nutrient spaces.
DOI: 10.13130/rd_unimi/6g4l2b/lzlkfy
title: Maggio_1904_Pagina_038.jpg

description: Bulletin of 1904/05/10
DOI: 10.13130/rd_unimi/7sax9x/fd9xu8
title: Maggio_1902_Pagina_033.jpg

description: Bulletin of 1902/05/09
DOI: 10.13130/rd_unimi/me79ng/8tvmp1
title: Maggio_1903_Pagina_036.jpg

description: Bulletin of 1903/05/09
DOI: 10.13130/rd_unimi/6g4l2b/oxnyo3
title: Maggio_1904_Pagina_039.jpg

description: Bulletin of 1904/05/10
DOI: 10.13130/rd_unimi/gwa1r1/m5ofca
title: Maggio_1901_Pagina_062.jpg

description: Bulletin of 1901/05/16
DOI: 10.13130/rd_unimi/me79ng/i1tm6r
title: Maggio_1903_Pagina_037.jpg

description: Bulletin of 1903/05/10
DOI: 10.13130/rd_unimi/7sax9x/ccomns
title: Maggio_1902_Pagina_034.jpg

description: Bulletin of 1902/05/09
DOI: 10.13130/rd_unimi/depg5t/2rtnzb
title: Maggio_1898_Pagina_098.jpg

description: Bulletin of 1898/05/25
DOI: 10.13130/rd_unimi/gwa1r1/a2nmlw
title: Maggio_1901_Pagina_063.jpg

description: Bulletin of 1901/05/16
DOI: 10.13130/rd_unimi/6g4l2b/mlelrs
title: Maggio_1904_Pagina_040.jpg

description: Bulletin of 1904/05/10
DOI: 10.13130/rd_unimi/depg5t/qdbviz
title: Maggio_1898_Pagina_099.jpg

description: Bulletin of 1898/05/25
DOI: 10.13130/rd_unimi/me79ng/8xkxdb
title: Maggio_1903_Pagina_038.jpg

description: Bulletin of 1903/05/10
DOI: 10.17632/zyb7mx2yxb.1
title: Mixed-methods research for development of the Repertorian's Expert Tool for Selecting a Similar Medicine (RExpertSS) after repertorization in chronic diseases

description: RExperTSS (Repertory’s Expert Tool for Selecting Similimum) is a structured, algorithm-based decision-support tool designed to systematize the post-repertorization phase of homoeopathic prescribing. Developed using a sequential mixed-methods approach, the tool translates expert clinical reasoning into explicit, reproducible decision pathways, thereby reducing subjectivity and inter-practitioner variability. Rather than predicting outcomes, RExperTSS functions as a classification and documentation framework that enhances transparency, consistency, and methodological rigor in final remedy selection for both clinical practice and homoeopathic research.
DOI: 10.13130/rd_unimi/6g4l2b/vhmpi5
title: Maggio_1904_Pagina_041.jpg

description: Bulletin of 1904/05/11
DOI: 10.13130/rd_unimi/7sax9x/5w1aqb
title: Maggio_1902_Pagina_035.jpg

description: Bulletin of 1902/05/09
DOI: 10.13130/rd_unimi/gwa1r1/dol3vi
title: Maggio_1901_Pagina_064.jpg

description: Bulletin of 1901/05/16
DOI: 10.13130/rd_unimi/depg5t/q6xd4w
title: Maggio_1898_Pagina_100.jpg

description: Bulletin of 1898/05/25
DOI: 10.13130/rd_unimi/me79ng/rcs9ph
title: Maggio_1903_Pagina_039.jpg

description: Bulletin of 1903/05/10
DOI: 10.13130/rd_unimi/6g4l2b/trpweh
title: Maggio_1904_Pagina_042.jpg

description: Bulletin of 1904/05/11
DOI: 10.13130/rd_unimi/7sax9x/zhgdr7
title: Maggio_1902_Pagina_036.jpg

description: Bulletin of 1902/05/09
DOI: 10.13130/rd_unimi/gwa1r1/qvbdnp
title: Maggio_1901_Pagina_065.jpg

description: Bulletin of 1901/05/17
DOI: 10.13130/rd_unimi/depg5t/2xsa1a
title: Maggio_1898_Pagina_101.jpg

description: Bulletin of 1898/05/26
DOI: 10.13130/rd_unimi/me79ng/pf69s3
title: Maggio_1903_Pagina_040.jpg

description: Bulletin of 1903/05/10
DOI: 10.13130/rd_unimi/6g4l2b/mub4yg
title: Maggio_1904_Pagina_043.jpg

description: Bulletin of 1904/05/11
DOI: 10.13130/rd_unimi/7sax9x/ktvbvi
title: Maggio_1902_Pagina_037.jpg

description: Bulletin of 1902/05/10
DOI: 10.13130/rd_unimi/gwa1r1/snkdso
title: Maggio_1901_Pagina_066.jpg

description: Bulletin of 1901/05/17
DOI: 10.13130/rd_unimi/depg5t/b67cq7
title: Maggio_1898_Pagina_102.jpg

description: Bulletin of 1898/05/26
DOI: 10.13130/rd_unimi/gwa1r1/yod3xt
title: Maggio_1901_Pagina_067.jpg

description: Bulletin of 1901/05/17
DOI: 10.13130/rd_unimi/me79ng/vfj551
title: Maggio_1903_Pagina_041.jpg

description: Bulletin of 1903/05/11