cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
QOptCraft: A Python package for the design and study of linear optical quantum systems
Creators: name: Aguado, Daniel Gómez
name: Gimeno, Vicent
name: Moyano-Fernández, Julio José
name: Garcia-Escartin, Juan Carlos
Publisher: name: arXiv
Year: 2021
Subjects: subject: Quantum Physics (quant-ph)
subject: FOS: Physical sciences
subject: D.2.4; G.4.1; F.1.3; J.2.9
subject: 81-08 (Primary) 81-10, 68Q12 (Secondary)

description: The manipulation of the quantum states of light in linear optical systems has multiple applications in quantum optics and quantum computation. The package QOptCraft gives a collection of methods to solve some of the most usual problems when designing quantum experiments with linear interferometers. The methods include functions that compute the quantum evolution matrix for n photons from the classical description of the system and inverse methods that, for any desired quantum evolution, will either give the complete description of the experimental system that realizes that unitary evolution or, when this is impossible, the complete description of the linear system which approximates the desired unitary with a locally minimal error. The functions in the package include implementations of different known decompositions that translate the classical scattering matrix of a linear system into a list of beam splitters and phase shifters and methods to compute the effective Hamiltonian that describes the quantum evolution of states with n photons. The package is completed with routines for useful tasks like generating random linear optical systems and computing matrix logarithms. The routines are chosen to avoid usual numerical problems when dealing with the unitary matrices that appear in the description of linear systems.
description: 22 pages, 5 figures. Comments welcome. Link to the library's repository page: https://github.tel.uva.es/juagar/qoptcraft
Pachyolpium Beier 1931
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Olpiidae
Pachyolpium

description: Pachyolpium sp.
Distribution in Colombia: Córdoba: Montería (8.5460; -75.9552) (Bedoya-Roqueme et al. 2014); Norte de Santander: La Playa de Belén (8.2222; -73.2416) (Romero-Ortiz 2017); Santander: Pescadero, Piedecuesta (6.8293; -72.9952) (Romero-Ortiz 2017).
Repository of Colombian material: ICN-APs-060 (1 tritonymph), ICN-APs-419 (1 ♂), ICN-APs-421 (1 ♀, 1 tritonymph, 2 deutonymph, 2 protonymph), ICN-APs-422 (2 ♂, 1 ♀, 1 deutonymph) and 1♀, 1 Deutonymph in ICN-APs-423 (Romero-Ortiz 2017).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Stigmella palmatae Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella palmatae

description: 25. Stigmella palmatae Puplesis, 1984a: 115.
Morphology update (Figs 89, 90): Outer margin of valva sinuous, inner lobe papillated, apical process blunt (Fig. 90). Aedeagus missing (lost).
Material examined: 1 ♂, holotype, Primorskiy Kray, 20 km E Ussuriysk, Gornotayezhnoe, larva on Filipendula palmata 13.viii.1982, ex pupa 12.iii.1983, field card no. 2063, leg. R. Puplesis, genitalia slide no. E. J. van Nieukerken 2854 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 16, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
Additional file 8: of Biological effects of carbon black nanoparticles are changed by surface coating with polycyclic aromatic hydrocarbons
Creators: name: Lindner, Karina
name: Ströbele, Michael
name: Schlick, Sandra
name: Webering, Sina
name: Jenckel, André
name: Kopf, Johannes
name: Danov, Olga
name: Sewald, Katherina
name: Buj, Christian
name: Creutzenberg, Otto
name: Tillmann, Thomas
name: Pohlmann, Gerhard
name: Ernst, Heinrich
name: Ziemann, Christina
name: Hüttmann, Gereon
name: Heine, Holger
name: Bockhorn, Henning
name: Hansen, Tanja
name: König, Peter
name: Fehrenbach, Heinz
Publisher: name: Figshare
Year: 2017
Subjects: subject: Space Science
subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Biotechnology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Science Policy

description: P90-BaP and AS-PAH increased the lung wet weights after nose-only inhalation. (PDF 67 kb)
Additional file 9: of Biological effects of carbon black nanoparticles are changed by surface coating with polycyclic aromatic hydrocarbons
Creators: name: Lindner, Karina
name: Ströbele, Michael
name: Schlick, Sandra
name: Webering, Sina
name: Jenckel, André
name: Kopf, Johannes
name: Danov, Olga
name: Sewald, Katherina
name: Buj, Christian
name: Creutzenberg, Otto
name: Tillmann, Thomas
name: Pohlmann, Gerhard
name: Ernst, Heinrich
name: Ziemann, Christina
name: Hüttmann, Gereon
name: Heine, Holger
name: Bockhorn, Henning
name: Hansen, Tanja
name: König, Peter
name: Fehrenbach, Heinz
Publisher: name: Figshare
Year: 2017
Subjects: subject: Biochemistry
subject: Space Science
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: Biotechnology
subject: Evolutionary Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology

description: CBNP did not increase enzyme nor total protein levels in BAL and did not induce oxidative DNA-damage in BAL cells after nose-only inhalation. (PDF 80 kb)
Additional file 3: Supplemental Figures S1-S8. of Interferon signaling in ascites-associated macrophages is linked to a favorable clinical outcome in a subgroup of ovarian carcinoma patients
Creators: name: Adhikary, Till
name: Wortmann, Annika
name: Finkernagel, Florian
name: Lieber, Sonja
name: Nist, Andrea
name: Stiewe, Thorsten
name: Wagner, Uwe
name: MĂźller-BrĂźsselbach, Sabine
name: Reinartz, Silke
name: MĂźller, Rolf
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Immunology
subject: FOS: Clinical medicine
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: Cancer
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Figure S1: Inverse association of PCOLCE2 expression with high-grade serous ovarian cancer survival (RFS). Figure S2: Hierarchial clustering of coexpressed high variance genes. Figure S3: Venn diagram showing the overlaps of the the upstream regulators gene sets identified in Fig. 3C. Figure S4: Subgroup-selective expression of signature genes. Figure S5: Association of signature A (top) and signature B (bottom) with ovarian cancer survival (OS). Figure S6: Association of the ECM remodeling-linked genes of signature A with high-grade serous ovarian cancer survival. Figure S7: Association of tumor-infiltrating host cells with high-grade serous ovarian cancer survival (OS). Figure S8: Expression of type I IFN genes in different cell types present in ovarian cancer ascites. (PDF 1015 kb)
Stigmella monticulella Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella monticulella

description: 26. Stigmella monticulella Puplesis, 1984a: 114.
Morphology update (Figs 91–93): Valva with slender apical process (Fig. 91). Aedeagus with manica (Figs 92, 93).
Material examined: 1 ♂, holotype, Primorskiy Kray, 20 km E Ussuriysk, Gornotayezhnoe, larva on Lonicera sp. 27.ix.1982, ex pupa 19.iii.1983, field card no. 2187, leg. R. Puplesis, genitalia slide no. E. J. van Nieukerken 2870 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 16, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
Additional file 3: Figure S1. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences
subject: Science Policy
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Predicted values from best beta-regression model for area under the curve (AUC) past one year for patients with neuroinvasive disease (pink) and non-neuroinvasive disease (blue). (PDF 248 kb)
Caecatemnus Mahnert 1985
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Atemnidae
Caecatemnus

description: Caecatemnus sp.
Distribution in Colombia: Amazonas: Leticia (-4.0447; -69.9897) (Murienne et al. 2008).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Paratemnoides Harvey 1991
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Atemnidae
Paratemnoides

description: Paratemnoides sp.
Distribution in Colombia: Bolívar: San Jacinto (9.8527; -75.1756) (Villarreal et al. 2019).
Repository of Colombian material: ICN-APs-676 (8 individuals) (Villarreal et al. 2019).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Dicronychus latescapulatus
Creators: name: Nasserzadeh, Hiva
name: Platia, Giuseppe
name: Serri, Sayeh
Publisher: name: Zenodo
Year: 2023
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Elateridae
Dicronychus
Dicronychus latescapulatus

description: Dicronychus latescapulatus (Buysson, 1906)
(Fig. 11, Map 5)
Material examined (HMIM, CPG). Khuzestan province: 2 exs. (HMIM): Izeh, Miangaran P.A., Miangaran wetland, N31°52’16.9” E49°53’06.9”, 860 m., 04. VI.2019, leg. H. Nasserzadeh (L. T.); 1 ex. (CPG): Mallasani, 45 km NW Ahvaz, 13.14. IV.1977, exp. Mus. Prague.
Climate types. Semi-arid, with cool winters and very warm summers.
Distribution. Europe: Armenia; Asia: Iran (Cate et al. 2002; Cate 2007); Iraq (Platia 2018).
description: Published as part of Nasserzadeh, Hiva, Platia, Giuseppe & Serri, Sayeh, 2023, Click beetles (Coleoptera: Elateridae) of Khuzestan province (Iran): with three new species, Craspedostethus izehensis sp. n., Dicronychus khuzestanicus sp. n. and Gurjevelater catei sp. n., pp. 101-130 in Zootaxa 5346 (2) on page 123, DOI: 10.11646/zootaxa.5346.2.1, http://zenodo.org/record/8354558
Additional file 10: of A transcriptome multi-tissue analysis identifies biological pathways and genes associated with variations in feed efficiency of growing pigs
Creators: name: Gondret, Florence
name: Vincent, Annie
name: Houée-Bigot, Magalie
name: Siegel, Anne
name: Lagarrigue, Sandrine
name: Causeur, David
name: Gilbert, Hélène
name: Louveau, Isabelle
Publisher: name: Figshare
Year: 2017
Subjects: subject: Genetics
subject: FOS: Biological sciences
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: 69999 Biological Sciences not elsewhere classified

description: Genes participating to relevant GO biological processes specifically in adipose tissues. (DOCX 22 kb)
Additional file 3: Figure S1. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Predicted values from best beta-regression model for area under the curve (AUC) past one year for patients with neuroinvasive disease (pink) and non-neuroinvasive disease (blue). (PDF 248 kb)
Stigmella dentatae Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella dentatae

description: 27. Stigmella dentatae Puplesis, 1984a: 114, 115.
Morphology update (Figs 94, 95): Apical cornuti large, spine-like. Uncus may be concealed in slide-mounted preparations (Fig. 95).
Material examined: 1 ♂, holotype, Primorskiy Kray, 20 km E Ussuriysk, Gornotayezhnoe, 29.v.1983, leg. R. Puplesis, genitalia slide no. AG 399 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 24, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
Additional file 4: Figure S1. of Uncovering the embryonic development-related proteome and metabolome signatures in breast muscle and intramuscular fat of fast-and slow-growing chickens
Creators: name: Ranran Liu
name: Hongyang Wang
name: Liu, Jie
name: Wang, Jie
name: Maiqing Zheng
name: Xiaodong Tan
name: Siyuan Xing
name: Huanxian Cui
name: Qinghe Li
name: Guiping Zhao
name: Wen, Jie
Publisher: name: Figshare
Year: 2017
Subjects: subject: Biophysics
subject: Biochemistry
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Biotechnology
subject: Developmental Biology
subject: Computational Biology

description: Correlation of iTRAQ Log2 Ratio of differential abundant proteins between two biological replicates in BJY. Figure S2. Correlation of iTRAQ Log2 Ratio of differential abundant proteins between two biological replicates in Cobb. Figure S3. Top 1 significant network enriched by DA proteins and metabolites (from ED 12 â   ED 17) related to Skeletal and Muscular Development in Cobb chickens. Figure S4. Top significant network enriched by DA proteins and metabolites (from ED 12 â   ED 17) related to Protein Folding and Cell Morphology in BJY chickens. Figure S5. Top 1 Significant network (Top 1) enriched by DA proteins and metabolites (from ED 17 â   D 1) related to Lipid Metabolism in BJY chickens (DOCX 1823 kb)
MOESM1 of Cellulosic ethanol production via consolidated bioprocessing by a novel thermophilic anaerobic bacterium isolated from a Himalayan hot spring
Creators: name: Singh, Nisha
name: Mathur, Anshu
name: Tuli, Deepak
name: Ravi. Gupta
name: Barrow, Colin
name: Munish Puri
Publisher: name: Figshare
Year: 2017
Subjects: subject: Space Science
subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: Evolutionary Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1: Table S1. Fermentation products from Whatman No. 1 filter paper and pretreated rice straw biomass during enrichment cultivation. Table S2. Fermentation products of 19 cellulose-degrading thermophilic anaerobic bacteria on crystalline cellulose. Figure S1. Growth optimization for pH and temperature conditions. Figure S2. Batch fermentation on â  Minimal media for thermophilic clostridiaâ  . Table S3. Cross substrate utilization test. Table S4. Time course of crystalline cellulose consumption by Clostridium sp. strains DBT-IOC-C19. Table S5. Comparative fermentation performance of Clostridium sp. strain DBT-IOC-C19 and Clostridium thermocellum DSM 1313. Table S6. Co-culture fermentation performance.
Incachernes Beier 1933
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Incachernes

description: Incachernes sp.
Distribution in Colombia: Santander: Curití (6.6045; -73.0692) (Murienne et al. 2008).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Sciaena Linnaeus 1758
Creators: name: Lin, Chien-Hsiang
name: Nolf, Dirk
Publisher: name: Zenodo
Year: 2022
Subjects: Biodiversity
Taxonomy
Animalia
Chordata
Actinopterygii
Perciformes
Sciaenidae
Sciaena

description: “ Sciaena ” livesayi (Müller, 1999)
Fig. 35J–O
“genus aff. Umbrina ” livesayi Müller, 1999: 163, figs 33/23–30, 34/1–2.
“ Sciaenida ” livesayi – Nolf 2013: 107, pl. 283.
Sciaena intermedia – Stringer et al. 2022: 9, fig. 4b–e.
Remarks
See remarks under “ Sciaena ” intermedia.
Stratigraphic and geographic distribution
Lutetian: “Stone City beds”, Texas; Piney Point Formation, Virginia. Bartonian: Cook Mountain Formation, Texas and Mississippi; “upper” Lisbon Formation, Alabama.
description: Published as part of Lin, Chien-Hsiang & Nolf, Dirk, 2022, Middle and late Eocene fish otoliths from the eastern and southern USA, pp. 1-122 in European Journal of Taxonomy 814 on pages 93-94, DOI: 10.5852/ejt.2022.814.1745, http://zenodo.org/record/6484355
A temporal logic of epistemic and normative justifications, with an application to the Protagoras paradox
Creators: name: Ghari, Meghdad
Publisher: name: arXiv
Year: 2021
Subjects: subject: Logic in Computer Science (cs.LO)
subject: FOS: Computer and information sciences
subject: 03B45

description: We combine linear temporal logic (with both past and future modalities) with a deontic version of justification logic to provide a framework for reasoning about time and epistemic and normative reasons. In addition to temporal modalities, the resulting logic contains two kinds of justification assertions: epistemic justification assertions and deontic justification assertions. The former presents justification for the agent's knowledge and the latter gives reasons for why a proposition is obligatory. We present two kinds of semantics for the logic: one based on Fitting models and the other based on neighborhood models. The use of neighborhood semantics enables us to define the dual of deontic justification assertions properly, which corresponds to the notion of permission in deontic logic. We then establish the soundness and completeness of an axiom system of the logic with respect to these semantics. Further, we formalize the Protagoras versus Euathlus paradox in this logic and present a precise analysis of the paradox, and also briefly discuss Leibniz's solution.
Selective and Collective Actuation in Active Solids
Creators: name: Baconnier, P.
name: Shohat, D.
name: Hernandèz, C.
name: Coulais, C.
name: Démery, V.
name: Düring, G.
name: Dauchot, O.
Publisher: name: arXiv
Year: 2021
Subjects: subject: Soft Condensed Matter (cond-mat.soft)
subject: FOS: Physical sciences

description: Active solids consist of elastically coupled out-of-equilibrium units performing work. They are central to autonomous processes, such as locomotion, self-oscillations and rectification, in biological systems,designer materials and robotics. Yet, the feedback mechanism between elastic and active forces, and the possible emergence of collective behaviours in a mechanically stable elastic solid remains elusive. Here we introduce a minimal realization of an active elastic solid, in which we characterize the emergence of selective and collective actuation and fully map out the interplay between activity, elasticity and geometry. Polar active agents exert forces on the nodes of a two dimensional elastic lattice. The resulting displacement field nonlinearly reorients the active agents. For large enough coupling, a collective oscillation of the lattice nodes around their equilibrium position emerges. Only a few elastic modes are actuated and, crucially, they are not necessarily the lowest energy ones. Combining experiments with the numerical and theoretical analysis of an agents model, we unveil the bifurcation scenario and the selection mechanism by which the collective actuation takes place. Our findings may provide a new mechanism for oscillatory dynamics in biological tissues and specifically confluent cell monolayers. The present selection mechanism may also be advantageous in providing meta-materials, with bona fide autonomy.
description: 6 pages, 4 figures, Methods, Extended data and Supplementary Information
Lustrochernes Beier 1932
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Lustrochernes

description: Lustrochernes sp.
Distribution in Colombia: Santander: Valle de San José (6.4481; -73.1437) (Murienne et al. 2008).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Additional file 1: of A transcriptome multi-tissue analysis identifies biological pathways and genes associated with variations in feed efficiency of growing pigs
Creators: name: Gondret, Florence
name: Vincent, Annie
name: Houée-Bigot, Magalie
name: Siegel, Anne
name: Lagarrigue, Sandrine
name: Causeur, David
name: Gilbert, Hélène
name: Louveau, Isabelle
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Molecular Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology

description: Number of differentially expressed probes and unique genes in tissues between pigs from the low RFI or high RFI lines. (DOCX 24 kb)
Neochernes
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Neochernes

description: Neochernes sp.
Distribution in Colombia: Nariño: Barbacoas (1.6733; -78.1385) (Romero-Ortiz 2015c).
Colombian material: ICN-APs-479, 485.
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 131, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Stigmella aladina Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella aladina

description: 28. Stigmella aladina Puplesis, 1984a: 115.
Morphology update (Figs 98–101): Valva with rounded inner lobe (Figs 98, 100). Aedeagus with a large apical group of spine-like cornuti (Fig. 99).
Material examined: 1 ♂, holotype, Primorskiy Kray, Spassk-Dalny, larva on Quercus mongolica 18.vii.1983, ex pupa 4.viii.1983, field card no. 3020, leg. R. Puplesis, genitalia slide no. AG 411 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 25, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
MOESM1 of Cellulosic ethanol production via consolidated bioprocessing by a novel thermophilic anaerobic bacterium isolated from a Himalayan hot spring
Creators: name: Singh, Nisha
name: Mathur, Anshu
name: Tuli, Deepak
name: Ravi. Gupta
name: Barrow, Colin
name: Munish Puri
Publisher: name: Figshare
Year: 2017
Subjects: subject: Space Science
subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: Evolutionary Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1: Table S1. Fermentation products from Whatman No. 1 filter paper and pretreated rice straw biomass during enrichment cultivation. Table S2. Fermentation products of 19 cellulose-degrading thermophilic anaerobic bacteria on crystalline cellulose. Figure S1. Growth optimization for pH and temperature conditions. Figure S2. Batch fermentation on â  Minimal media for thermophilic clostridiaâ  . Table S3. Cross substrate utilization test. Table S4. Time course of crystalline cellulose consumption by Clostridium sp. strains DBT-IOC-C19. Table S5. Comparative fermentation performance of Clostridium sp. strain DBT-IOC-C19 and Clostridium thermocellum DSM 1313. Table S6. Co-culture fermentation performance.
Boost Supplier Management via Strategic Sourcing Software
Creators: name: Expenses, File
name: expenzing, marketing
Publisher: name: Zenodo
Year: 2024

description:  

Boost Supplier Management via Strategic Sourcing Software focuses on leveraging advanced technology to enhance supplier relationships, streamline procurement processes, and achieve cost efficiencies. By integrating strategic sourcing software, businesses can automate supplier evaluation, monitor performance, and negotiate better terms with greater transparency and accuracy. The software's data-driven insights and analytics enable more informed decision-making, reducing risks and fostering stronger, more collaborative supplier partnerships. Ultimately, this leads to improved procurement efficiency, reduced costs, and enhanced supply chain resilience. Embracing strategic sourcing software is essential for companies aiming to stay competitive and agile in today’s dynamic market environment.
Additional file 1: of A transcriptome multi-tissue analysis identifies biological pathways and genes associated with variations in feed efficiency of growing pigs
Creators: name: Gondret, Florence
name: Vincent, Annie
name: Houée-Bigot, Magalie
name: Siegel, Anne
name: Lagarrigue, Sandrine
name: Causeur, David
name: Gilbert, Hélène
name: Louveau, Isabelle
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Molecular Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Virology

description: Number of differentially expressed probes and unique genes in tissues between pigs from the low RFI or high RFI lines. (DOCX 24 kb)
Stigmella omelkoi Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella omelkoi

description: 29. Stigmella omelkoi Puplesis, 1984b: 593.
Morphology update (Figs 96, 97): Uncus appearing short if bent downward in preparations (Fig. 96). Uncus with broad lateral processes (Fig. 97). Valva with rounded inner lobe (Fig. 97). Aedeagus with very large manica (Fig. 96).
Material examined: 1 ♂, holotype, Primorskiy Kray, 20 km E Ussuriysk, Gornotayezhnoe, larva on Quercus mongolica 8.ix.1982, ex pupa 4.iii.1983, field card no. 2135, leg. R. Puplesis, genitalia slide no. AG 398 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 26, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
Pachychernes Beier 1932
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Pachychernes

description: Pachychernes sp.
Distribution in Colombia: Bolívar: San Jacinto (9.8527; -75.1756) (Villarreal et al. 2019)
Repository of Colombian material: ICN-APs-611 (3 individuals)
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 132, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Additional file 2: Table S2. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Pharmacology
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy
subject: 111714 Mental Health
subject: FOS: Health sciences
subject: 110309 Infectious Diseases

description: Response feature analysis: Utility scoresâ   summarized into mean of long-term utilities. Results are reported as means (95% confidence interval). (DOCX 13 kb)
Additional file 1: of The investigation of Helicobacter pylori in the dental biofilm and saliva samples of children with dyspeptic complaints
Creators: name: Bıcak, Damla Aksit
name: Akyuz, Serap
name: Kıratlı, Binnur
name: Usta, Merve
name: Urganci, Nafiye
name: Burcin Alev
name: Aysen Yarat
name: Fikrettin Sahin
Publisher: name: Figshare
Year: 2017
Subjects: subject: Space Science
subject: Microbiology
subject: FOS: Biological sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: Science Policy

description: Questionnaire: was directed to the children’s parents and used to assess the different factors associated with the study. (PDF 197 kb)
Additional file 2: Table S2. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Pharmacology
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy
subject: Mental Health
subject: Infectious Diseases
subject: FOS: Health sciences

description: Response feature analysis: Utility scoresâ   summarized into mean of long-term utilities. Results are reported as means (95% confidence interval). (DOCX 13 kb)
Sciaenidae Cuvier 1829
Creators: name: Lin, Chien-Hsiang
name: Nolf, Dirk
Publisher: name: Zenodo
Year: 2022
Subjects: Biodiversity
Taxonomy
Animalia
Chordata
Actinopterygii
Perciformes
Sciaenidae

description: Sciaenidae indet.
Fig. 33G–H
Remarks
Two specimens are characterized by a long cauda, whose ventrally bent portion does not exceed 90 degrees, a rather short ostium, and a pointed rostrum. They apparently represent an undescribed species. However, their preservation does not allow a precise characterization.
Stratigraphic and geographic distribution
Bartonian: Cook Mountain Formation, Mississippi; Gosport Sand, Alabama.
description: Published as part of Lin, Chien-Hsiang & Nolf, Dirk, 2022, Middle and late Eocene fish otoliths from the eastern and southern USA, pp. 1-122 in European Journal of Taxonomy 814 on page 94, DOI: 10.5852/ejt.2022.814.1745, http://zenodo.org/record/6484355
Parachernes Chamberlin 1931
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Parachernes

description: Parachernes sp.
Distribution in Colombia: Atlántico: Usiacurí-Juan de Acosta (10.7672; -75.0427) (Villarreal et al. 2019); Boyacá: Arcabuco, Santuario de Flora y Fauna Iguaque (5.6722; -73.4747) (Romero-Ortiz 2017).
Repository of Colombian material: ICN-APs-084 (1♂) (Romero-Ortiz 2017) and 17 individuals in ICN-APs-677 (Villarreal et al. 2019).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 132, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Sparse grid implementation of a fixed-point fast sweeping WENO scheme for Eikonal equations
Creators: name: Miksis, Zachary M.
name: Zhang, Yong-Tao
Publisher: name: arXiv
Year: 2022
Subjects: subject: Numerical Analysis (math.NA)
subject: FOS: Mathematics
subject: 65N06

description: Fixed-point fast sweeping methods are a class of explicit iterative methods developed in the literature to efficiently solve steady state solutions of hyperbolic partial differential equations (PDEs). As other types of fast sweeping schemes, fixed-point fast sweeping methods use the Gauss-Seidel iterations and alternating sweeping strategy to cover characteristics of hyperbolic PDEs in a certain direction simultaneously in each sweeping order. The resulting iterative schemes have fast convergence rate to steady state solutions. Moreover, an advantage of fixed-point fast sweeping methods over other types of fast sweeping methods is that they are explicit and do not involve inverse operation of any nonlinear local system. Hence they are robust and flexible, and have been combined with high order accurate weighted essentially non-oscillatory (WENO) schemes to solve various hyperbolic PDEs in the literature. For multidimensional nonlinear problems, high order fixed-point fast sweeping WENO methods still require quite large amount of computational costs. In this technical note, we apply sparse-grid techniques, an effective approximation tool for multidimensional problems, to fixed-point fast sweeping WENO method for reducing its computational costs. Here we focus on a robust Runge-Kutta (RK) type fixed-point fast sweeping WENO scheme with third order accuracy (Zhang et al. 2006 [33]), for solving Eikonal equations, an important class of static Hamilton-Jacobi (H-J) equations. Numerical experiments on solving multidimensional Eikonal equations and a more general static H-J equation are performed to show that the sparse grid computations of the fixed-point fast sweeping WENO scheme achieve large savings of CPU times on refined meshes, and at the same time maintain comparable accuracy and resolution with those on corresponding regular single grids.
description: 21 pages
General Cyclical Training of Neural Networks
Creators: name: Smith, Leslie N.
Publisher: name: arXiv
Year: 2022
Subjects: subject: Machine Learning (cs.LG)
subject: Artificial Intelligence (cs.AI)
subject: Computer Vision and Pattern Recognition (cs.CV)
subject: Machine Learning (stat.ML)
subject: FOS: Computer and information sciences

description: This paper describes the principle of "General Cyclical Training" in machine learning, where training starts and ends with "easy training" and the "hard training" happens during the middle epochs. We propose several manifestations for training neural networks, including algorithmic examples (via hyper-parameters and loss functions), data-based examples, and model-based examples. Specifically, we introduce several novel techniques: cyclical weight decay, cyclical batch size, cyclical focal loss, cyclical softmax temperature, cyclical data augmentation, cyclical gradient clipping, and cyclical semi-supervised learning. In addition, we demonstrate that cyclical weight decay, cyclical softmax temperature, and cyclical gradient clipping (as three examples of this principle) are beneficial in the test accuracy performance of a trained model. Furthermore, we discuss model-based examples (such as pretraining and knowledge distillation) from the perspective of general cyclical training and recommend some changes to the typical training methodology. In summary, this paper defines the general cyclical training concept and discusses several specific ways in which this concept can be applied to training neural networks. In the spirit of reproducibility, the code used in our experiments is available at \url{https://github.com/lnsmith54/CFL}.
description: Position paper
Additional file 3: of A transcriptome multi-tissue analysis identifies biological pathways and genes associated with variations in feed efficiency of growing pigs
Creators: name: Gondret, Florence
name: Vincent, Annie
name: Houée-Bigot, Magalie
name: Siegel, Anne
name: Lagarrigue, Sandrine
name: Causeur, David
name: Gilbert, Hélène
name: Louveau, Isabelle
Publisher: name: Figshare
Year: 2017
Subjects: subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Molecular Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Inorganic Chemistry
subject: FOS: Chemical sciences
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology

description: Comparison between microarrays and qPCR for target genes. (DOCX 26 kb)
Stigmella fervida Puplesis 1984
Creators: name: Stonis, Jonas R.
name: Rocienė, Agnė
Publisher: name: Zenodo
Year: 2013
Subjects: Biodiversity
Taxonomy
Fungi
Ascomycota
Insecta
Lepidoptera
Nepticulidae
Stigmella
Stigmella fervida

description: 30. Stigmella fervida Puplesis, 1984b: 593, 594.
Morphology update (Figs 102–105): Lateral processes of gnathos broad basally (Figs 102, 104). Ventral plate of vinculum broad medially, shorter laterally (Fig. 104). Aedeagus with large, lobe-like apical cornutus and numerous spine-like cornuti (Figs 103, 105).
Material examined: 1 ♂, holotype, Primorskiy Kray, 20 km E Ussuriysk, Gornotayezhnoe, 3.vii.1982, leg. R. Puplesis, genitalia slide no. AG 391 (ZIN).
description: Published as part of Stonis, Jonas R. & Rocienė, Agnė, 2013, Nepticulidae (Lepidoptera) of East Asia (1). Re-examination of the male genitalia of types deposited at the Russian Academy of Sciences, pp. 1-59 in Zootaxa 3652 (1) on page 26, DOI: 10.11646/zootaxa.3652.1.1, http://zenodo.org/record/5264896
Additional file 1: Table S1. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Pharmacology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy
subject: 111714 Mental Health
subject: FOS: Health sciences
subject: 110309 Infectious Diseases
subject: Computational Biology

description: Linear mixed-effects model for predictors of health-related quality of life (measured as untransformed utility scoresâ  ) over entire follow-up. (DOCX 15 kb)
Parazaona Beier 1932
Creators: name: Romero-Ortiz, Catalina
name: García, Fabian
name: Villarreal, Eduardo
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Pseudoscorpiones
Chernetidae
Parazaona

description: Parazaona sp.
Distribution in Colombia: Nariño: Ricaurte (1.300; -78.000) (Murienne et al. 2008); Barbacoas (1.6733; -78.1385) (Romero-Ortiz 2015c).
Pseudopilanus sp.
Distribution in Colombia: Nariño: Barbacoas (1.6733; -78.1385) (Romero-Ortiz 2015c); Sucre: Galeras (9.2007; -75.0700) (Bedoya-Roqueme et al. 2017b).
Repository of Colombian material: LEUC-Ps-013 (Bedoya et al. 2017b).
description: Published as part of Romero-Ortiz, Catalina, García, Fabian & Villarreal, Eduardo, 2019, Checklist of the false scorpions (Arachnida: Pseudoscorpiones) of Colombia, with new records and a key to the identification of the families, pp. 107-139 in Zootaxa 4711 (1) on page 132, DOI: 10.11646/zootaxa.4711.1.4, http://zenodo.org/record/3573488
Additional file 1: Table S1. of Health-related quality of life in persons with West Nile virus infection: a longitudinal cohort study
Creators: name: Yeung, Man Wah
name: Tomlinson, George
name: Loeb, Mark
name: Sander, Beate
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Pharmacology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy
subject: Mental Health
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Linear mixed-effects model for predictors of health-related quality of life (measured as untransformed utility scoresâ  ) over entire follow-up. (DOCX 15 kb)
KLARpsy-Text: Wirken digitale Angebote zur Behandlung von Angststörungen und Depressionen in weniger reichen Ländern?
Creators: name: ZPID
Publisher: name: KLARpsy
Year: 2025
Subjects: subject: 150

description: KLARpsy-Texte sind kurze, lai:innengerechte, allgemeinverständliche und richtlinienbasierte Zusammenfassungen psychologischer Übersichtsarbeiten. Dieser KLARpsy-Text hat den Titel "Wirken digitale Angebote zur Behandlung von Angststörungen und Depressionen in weniger reichen Ländern?". Er wurde von Mitarbeitenden des Leibniz-Instituts für Psychologie verfasst. Der KLARpsy-Text befasst sich mit folgenden Inhalten: Psychische Störungen wie Depressionen und Angststörungen sind weltweit verbreitet. In weniger reichen Ländern fehlen allerdings häufig Angebote zur psychologischen Behandlung dieser Störungen. Digitale Angebote wie Smartphone-Apps zur Behandlung psychischer Störungen über das Internet könnten dabei helfen, diese Lücke zu schließen. In reichen Ländern ist die Wirksamkeit solcher Angebote gut belegt. Wie wirksam digitale Angebote zur Behandlung psychischer Störungen in weniger reichen Ländern tatsächlich sind, ist aber noch unklar. Mit ihrer Übersichtsarbeit wollten die Forschenden herausfinden: Wie wirksam sind digitale Angebote zur psychologischen Behandlung von Angststörungen und Depressionen in weniger reichen Ländern? Digitale Angebote zur psychologischen Behandlung von Angststörungen und Depressionen helfen Menschen in weniger reichen Ländern.
Additional file 4: of Systematic identification of regulatory variants associated with cancer risk
Creators: name: Liu, Song
name: Yuwen Liu
name: Zhang, Qin
name: Jiayu Wu
name: Junbo Liang
name: Yu, Shan
name: Gong-Hong Wei
name: White, Kevin
name: Xiaoyue Wang
Publisher: name: Figshare
Year: 2017
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Biotechnology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Sociology
subject: FOS: Sociology
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology
subject: Computational Biology

description: Supplementary text for estimating the sensitivity of regulatory SNPs identification. (DOCX 23Â kb)
Comprehensive Review of Different Time Series Forecasting with Case Studies
Creators: name: Vivek Seshan
name: Swati Vivek
Publisher: name: Zenodo
Year: 2025

description: Abstract— Time series forecasting plays an important role in financial data analysis, enabling informed decision-making for wealth and asset management, trading, risk management, and economic planning. Over time, forecasting techniques have evolved from traditional statistical models to deep learning with advanced architectures. Financial platforms like Bloomberg and Reuters employ diverse forecasting methodologies catered to the complexities of financial markets, including ARIMA, GARCH, gradient boosting, and deep learning models like RNNs and Transformers. These methods are further enhanced by integrating sentiment analysis and alternative data sources, such as shares articles, news sentiment and social media trends, using natural language processing (NLP).This paper examines the scale of time series forecasting techniques, with a focus on their application in financial data analysis. By exploring statistical methods, machine learning approaches, hybrid models, and recent advancements in AI, the paper highlights their strengths and limitations. Specific examples from Bloomberg and Reuters illustrate the practical implementation of these techniques, showcasing their efficacy in handling large-scale, real-time data streams for price prediction, volatility modelling, and market trend analysis.The study also addresses challenges like data stationarity, noise, and distribution shifts in financial time series and discusses emerging trends, including diffusion models and reinforcement learning. By providing a comprehensive overview, this paper serves as a resource for researchers and practitioners aiming to leverage advanced forecasting techniques for financial decision-making.