cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Additional file 1 of Knowledge and appropriateness of care of family physicians and physiotherapists in the management of shoulder pain: a survey study in the province of Quebec, Canada
Creators: name: Lowry, Véronique
name: Lavigne, Patrick
name: Zidarov, Diana
name: Perreault, Kadija
name: Roy, Jean-Sébastien
name: Desmeules, François
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Biotechnology
subject: Ecology
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Science Policy
subject: Mental Health

description: Additional file 1. Vignettes adapted by our research team and presented to survey respondents.
Supplemental Material, pham.app3.rev - Short Take: Lowering the Access Barriers to Ethnographic Methodology
Creators: name: Pham, Tony V
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 160807 Sociological Methodology and Research Methods
subject: FOS: Sociology

description: Supplemental Material, pham.app3.rev for Short Take: Lowering the Access Barriers to Ethnographic Methodology by Tony V Pham in Field Methods
Additional file 1 of Notoginsenoside R1 can inhibit the interaction between FGF1 and VEGFA to retard podocyte apoptosis
Creators: name: Li, ChangYan
name: Zhong, HuaChen
name: Ma, JingYuan
name: Liang, Zhang
name: Zhang, Le
name: Liu, Tao
name: Fan, WenXing
Publisher: name: figshare
Year: 2024
Subjects: Biochemistry
Medicine
Cell Biology
Pharmacology
Chemical Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Marine Biology

description: Supplementary Material 1
6_Estrella_et_al._AVT_-_Appendix_1 – Supplemental material for Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy
Creators: name: Estrella-Castillo, Damaris F
name: Rubio-Zapata, Héctor
name: Lizzette Gómez-De-Regil
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: Education
subject: 200399 Language Studies not elsewhere classified
subject: FOS: Languages and literature
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, 6_Estrella_et_al._AVT_-_Appendix_1 for Auditory perception of Mexican children with profound bilateral hearing loss receiving auditory verbal therapy by Damaris F Estrella-Castillo, Héctor Rubio-Zapata and Lizzette Gómez-de-Regil in Child Language Teaching and Therapy
sj-pdf-1-tia-10.1177_2331216520967850 - Supplemental material for Absorption and Enjoyment During Listening to Acoustically Masked Stories
Creators: name: Herrmann, Björn
name: Johnsrude, Ingrid S.
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 110315 Otorhinolaryngology
subject: FOS: Clinical medicine

description: Supplemental material, sj-pdf-1-tia-10.1177_2331216520967850 for Absorption and Enjoyment During Listening to Acoustically Masked Stories by Björn Herrmann and Ingrid S. Johnsrude in Trends in Hearing
sj-pdf-1-cad-10.1177_0011128720973150 – Supplemental material for The Impact of a Multiple Conviction Record on Hiring Outcomes
Creators: name: Leasure, Peter
name: Kaminski, Robert J.
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 160299 Criminology not elsewhere classified
subject: FOS: Law

description: Supplemental material, sj-pdf-1-cad-10.1177_0011128720973150 for The Impact of a Multiple Conviction Record on Hiring Outcomes by Peter Leasure and Robert J. Kaminski in Crime & Delinquency
sj-pdf-2-jcb-10.1177_0271678X20973609 - Supplemental material for Cell-specific activation of RIPK1 and MLKL after intracerebral hemorrhage in mice
Creators: name: Lule, Sevda
name: Limin Wu
name: Sarro-Schwartz, Aliyah
name: Edmiston, William J
name: Saef Izzy
name: Songtachalert, Tanya
name: Ahn, So Hee
name: Fernandes, Neil D
name: Jin, Gina
name: Chung, Joon Yong
name: Siddharth Balachandran
name: Eng H Lo
name: Kaplan, David
name: Degterev, Alexei
name: Whalen, Michael J
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine
subject: 110306 Endocrinology
subject: Medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: 110320 Radiology and Organ Imaging
subject: Cell Biology
subject: Biochemistry
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Neuroscience

description: Supplemental material, sj-pdf-2-jcb-10.1177_0271678X20973609 for Cell-specific activation of RIPK1 and MLKL after intracerebral hemorrhage in mice by Sevda Lule, Limin Wu, Aliyah Sarro-Schwartz, William J Edmiston III, Saef Izzy, Tanya Songtachalert, So Hee Ahn, Neil D Fernandes, Gina Jin, Joon Yong Chung, Siddharth Balachandran, Eng H Lo, David Kaplan, Alexei Degterev and Michael J Whalen in Journal of Cerebral Blood Flow & Metabolism
title: A Preliminary Examination of the Trade Competitiveness and Climate Objectives in the Inflation Reduction Act of 2022
Creators: name: Coffin, David
name: DeCarlo, Samantha
name: Downing, Dixie
name: Goodman, Samuel
name: Gracia, Fernando
name: Ireland, Robert
name: LeGrand, Steven
name: Lotze, Nathan
name: Semanik, Mitchell
name: Taylor, Brennan
Publisher: name: United States International Trade Commission
publisherIdentifier: https://ror.org/05hsggr76
publisherIdentifierScheme: ROR
Year: 2023

description: The Inflation Reduction Act of 2022 includes the single largest climate investment in U.S. history at $369
billion. The act was signed into law by President Biden on August 16, 2022. The law’s Energy Security
and Climate Change Investments aim to increase U.S. energy security and reduce global greenhouse gas
(GHG) emissions. Combined with climate investments in Congress’s FY2022 Budget Reconciliation bill,
the Inflation Reduction Act of 2022 (IRA, hereafter) could lead to an estimated 40 percent reduction in
U.S. emissions by 2030 according to the U.S. Senate. Historically, the U.S. is the largest producer of GHG
emissions – accounting for 22 percent of historic GHG emissions. Domestic GHG emissions grew by 6.2
percent in 2021 compared to 2020.
This working paper, A Preliminary Examination of the Trade Competitiveness and Climate Objectives of
the Implications of the Inflation Reduction Act of 2022, is split up into four chapters and a conclusion
tying them together:
1. Chapter 1 discusses the industries impacted by the IRA’s clean vehicle provisions, and it provides
key details and analysis on source markets for critical minerals needed for electric vehicle (EV)
batteries.
2. Chapter 2 discusses tax credits for domestic manufacturing of wind turbines and solar panels,
tax credits for nuclear energy production, and investments into energy research at the U.S.
Department of Energy’s National Labs which specialize in hydrogen and nuclear energy research.
3. Chapter 3 discusses the IRA’s provisions to improve the air and water quality in urban and rural
disadvantaged communities. It includes efforts to mitigate air pollution at ports including carbon
capture, utilization and storage, automated ports, and sustainable aviation fuel and investments
into agricultural research and biofuels.
4. Chapter 4 discusses the direct incentives for consumers with the goal of encouraging more
energy efficient decisions including tax credits, consumer home energy rebate programs, and a
grant program to make affordable housing more energy efficient.
Supplemental_Table_2 – Supplemental material for Verbal Abuse Among Nurses Working in a Nepalese Government Hospital
Creators: name: Lamichhane, Anjana
name: Sung-Heui Bae
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences

description: Supplemental material, Supplemental_Table_2 for Verbal Abuse Among Nurses Working in a Nepalese Government Hospital by Anjana Lamichhane and Sung-Heui Bae in Asia Pacific Journal of Public Health
lesser saints, on 6 October in the Martyrologium Hieronymianum: in Capua, Apulia, and Africa
Creators: name: Admin, CSLA
Publisher: name: University of Oxford
Year: 2018
Subjects: History

description: All evidence related to lesser saints, on 6 October in the Martyrologium Hieronymianum: in Capua, Apulia, and Africa.
MIR_submission_final_supplementary_information_09_08 – Supplemental material for Does anxiety moderate the effectiveness of mirtazapine in patients with treatment-resistant depression? A secondary analysis of the MIR trial
Creators: name: Rifkin-Zybutz, Raphael
name: MacNeill, Stephanie
name: Davies, Simon JC
name: Dickens, Christopher
name: Campbell, John
name: Anderson, Ian M
name: Chew-Graham, Carolyn A
name: Peters, Tim J
name: Lewis, Glyn
name: Wiles, Nicola
name: Kessler, David
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)

description: Supplemental material, MIR_submission_final_supplementary_information_09_08 for Does anxiety moderate the effectiveness of mirtazapine in patients with treatment-resistant depression? A secondary analysis of the MIR trial by Raphael Rifkin-Zybutz, Stephanie MacNeill, Simon JC Davies, Christopher Dickens, John Campbell, Ian M Anderson, Carolyn A Chew-Graham, Tim J Peters, Glyn Lewis, Nicola Wiles and David Kessler in Journal of Psychopharmacology
A corrupção na visão da psicanálise - comportamento não ético: uma breve reflexão sobre a realidade angolana.
Creators: name: Mangani Lopes
Publisher: name: Zenodo
Year: 2025

description: O objectivo deste artigo é estudar a corrupção na perspectiva da psicanálise, refletindo a realidade angolana, destacando a os aspectos éticos e morais. Levantou-se como pergunta de partida: Qual é o ponto de vista da psicanálise sobre a corrupção e quais são as suas implicância éticas e morais?  Fez-se levantamento de dados bibliográficos de diferentes autores que abordam assuntos inerentes ao tema em abordagem. Para a abordagem psicanalítica é o sistema simbólico que é corrompido. Isso ocorre quando o seu representante sustenta duas lógicas, uma pública e outra privada. Assim sendo, o indivíduo pratica ou fica propenso a praticar o suborno. A psicanálise entende também que, a corrupção dos indivíduos pode estar relacionada com um enlouquecimento, que leva o sujeito um excesso de querer ter prazer absoluto. Razão pela qual atropela a ética e todas as regras em benefício próprio. A ética possibilita controlar as tendências inadequadas, evitando prejuízos na sociedade e reforça as boas práticas, visando o bem comum. A moral direciona o sujeito para comportamentos e atitudes lícitos. É interessante apontar que, das grandes formas que se institucionaliza a corrupção é subornar os fortes e atemorizar os fracos. Evidenciou-se que, a forma mais eficaz de se combater a corrupção reside na educação e passagem de bons valores morais, éticos e de atitudes pró-sociais de pais para filhos, desde os primeiros anos de vida.
lesser saints, on 12 April in the Martyrologium Hieronymianum: in Pergamon (Asia Minor), Capua (South Italy), and elsewhere
Creators: name: Admin, CSLA
Publisher: name: University of Oxford
Year: 2018
Subjects: History

description: All evidence related to lesser saints, on 12 April in the Martyrologium Hieronymianum: in Pergamon (Asia Minor), Capua (South Italy), and elsewhere.
MSJ958362_supplemental_material – Supplemental material for Classifying multiple sclerosis patients on the basis of SDMT performance using machine learning
Creators: name: Buyukturkoglu, Korhan
name: Zeng, Dana
name: Srinidhi Bharadwaj
name: Tozlu, Ceren
name: Enricomaria Mormina
name: Igwe, Kay C
name: Seonjoo Lee
name: Habeck, Christian
name: Brickman, Adam M
name: Riley, Claire S
name: Jager, Philip L De
name: Sumowski, James F
name: Leavitt, Victoria M
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 111702 Aged Health Care
subject: FOS: Health sciences

description: Supplemental material, MSJ958362_supplemental_material for Classifying multiple sclerosis patients on the basis of SDMT performance using machine learning by Korhan Buyukturkoglu, Dana Zeng, Srinidhi Bharadwaj, Ceren Tozlu, Enricomaria Mormina, Kay C Igwe, Seonjoo Lee, Christian Habeck, Adam M Brickman, Claire S Riley, Philip L De Jager, James F Sumowski and Victoria M Leavitt in Multiple Sclerosis Journal
sj-pdf-1-tra-10.1177_1460408620968341 - Supplemental material for Chronic physical health conditions and associated factors among people with serious orthopaedic injuries: A systematic review
Creators: name: Asmare Yitayeh Gelaw
name: Gabbe, Belinda J
name: Braaf, Sandra C
name: McPhail, Steven
name: Ekegren, Christina L
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine

description: Supplemental material, sj-pdf-1-tra-10.1177_1460408620968341 for Chronic physical health conditions and associated factors among people with serious orthopaedic injuries: A systematic review by Asmare Yitayeh Gelaw, Belinda J Gabbe, Sandra C Braaf, Steven McPhail and Christina L Ekegren in Trauma
Systemisches Management & Parteilichkeit In Opferberatungsstellen Gleichzeitig Umsetzen: Erfolgsfaktoren & Stolpersteine- Insbesondere In Der Zusammenarbeit Mit Den Verschiedenen Anspruchsgruppen
Creators: name: Wolf Zihlmann, Michèle
Publisher: name: Zenodo
Year: 2012

description: Keine Beschreibung.
description: + Code Diss LU: hslusa mas msg + Fussnote: Master-Arbeit MAS of Advanced Studies in Management im Sozial- und Gesundheitsbereich,Hochschule Luzern, 2013
title: IAB Establishment Panel (IAB-BP) 1993-2022
Creators: name: Bächmann, Ann-Christin
name: Bellmann, Lisa
name: Gensicke, Miriam
name: Kohaut, Susanne
name: Möller, Iris
name: Schwengler, Barbara
name: Tschersich, Nikolai
name: Umkehrer, Matthias
Publisher: name: Forschungsdatenzentrum der Bundesagentur für Arbeit (BA) im Institut für Arbeitsmarkt- und Berufsforschung (IAB)
Year: 2024

description: Dieser Datenreport beschreibt das IAB-Betriebspanel (IAB-BP) 1993-2022. Das IAB-Betriebspanel ist eine jährliche repräsentative Arbeitgeberbefragung zu betrieblichen Determinanten der Beschäftigung. Die Erhebung wird seit 1993 in Westdeutschland und seit 1996 auch in Ostdeutschland durchgeführt. Sie stellt die zentrale Quelle für Analysen zur Arbeitskräftenachfrage auf dem Arbeitsmarkt in Deutschland dar.
description: FDZ-Datenreport
Additional file 4 of DNA sequencing in the classroom: complete genome sequence of two earwig (Dermaptera; Insecta) species
Creators: name: Kobayashi, Sanae
name: Maldonado, Jonathan E.
name: Gaete, Alexis
name: Araya, Ingrid
name: Aguado-Norese, Constanza
name: Cumplido, Nicolás
name: Díaz, Sebastián
name: Espinoza, Alonso
name: Fernández, Edelmira
name: Gajardo, Felipe
name: González-Ordenes, Felipe
name: Hauyon, Khantati
name: Maldonado, Piedad
name: Maldonado, Rodrigo
name: Pochet, Isabel
name: Riveros, Aníbal
name: Sandoval, Paula
name: Sepúlveda-González, Ailynne
name: Stuardo, Camila
name: Tapia-Reyes, Patricio
name: Thornton, Carolina
name: Undurraga, Soledad
name: Varas, Macarena
name: Valdivieso, Camilo
name: Gutiérrez, Rodrigo A.
name: Orellana, Ariel
name: Montecino, Martín
name: Maass, Alejandro
name: González, Mauricio
name: Allende, Miguel L.
name: Hodar, Christian
name: Irles, Paula
Publisher: name: figshare
Year: 2024
Subjects: subject: Genetics
subject: FOS: Biological sciences

description: Additional file 4. Structural annotation of protein coding genes for both earwig species.
RandRGlobal_Climate_NGOs_-Facebook-Appendix – Supplemental material for Social Media and Environmental Activism: Framing Climate Change on Facebook by Global NGOs
Creators: name: Vu, Hong Tien
name: Blomberg, Matthew
name: Seo, Hyunjin
name: Liu, Yuchen
name: Shayesteh, Fatemeh
name: Do, Hung Viet
Publisher: name: SAGE Journals
Year: 2020
Subjects: Communication and Media Studies not elsewhere classified
Science Policy

description: Supplemental material, RandRGlobal_Climate_NGOs_-Facebook-Appendix for Social Media and Environmental Activism: Framing Climate Change on Facebook by Global NGOs by Hong Tien Vu, Matthew Blomberg, Hyunjin Seo, Yuchen Liu, Fatemeh Shayesteh and Hung Viet Do in Science Communication
Supplemental_materials-Stein_et_al - Immunophenotypic Characterization of Canine Nodal T-Zone Lymphoma
Creators: name: Stein, Leah
name: Bacmeister, Cynthia
name: Kiupel, Matti
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine
subject: 70706 Veterinary Medicine
subject: FOS: Veterinary sciences

description: Supplemental_materials-Stein_et_al for Immunophenotypic Characterization of Canine Nodal T-Zone Lymphoma by Leah Stein, Cynthia Bacmeister and Matti Kiupel in Veterinary Pathology
sj-docx-4-qjp-10.1177_1747021820970724 – Supplemental material for Do primates flexibly use spatio-temporal cues when foraging?
Creators: name: Trapanese, Cinzia
name: Meunier, Hélène
name: Masi, Shelly
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, sj-docx-4-qjp-10.1177_1747021820970724 for Do primates flexibly use spatio-temporal cues when foraging? by Cinzia Trapanese, Hélène Meunier and Shelly Masi in Quarterly Journal of Experimental Psychology
sj-pdf-1-pul-10.1177_2045894020969492 - Supplemental material for Association of plain computed tomography-determined pulmonary artery-to-aorta ratio with clinical severity of coronavirus disease 2019
Creators: name: Hayama, Hiromasa
name: Ishikane, Masahiro
name: Rubuna Sato
name: Kanda, Kohei
name: Kinoshita, Noriko
name: Shinyu Izumi
name: Ohmagari, Norio
name: Hiroi, Yukio
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: Cardiology
subject: 110203 Respiratory Diseases
subject: FOS: Clinical medicine

description: Supplemental material, sj-pdf-1-pul-10.1177_2045894020969492 for Association of plain computed tomography-determined pulmonary artery-to-aorta ratio with clinical severity of coronavirus disease 2019 by Hiromasa Hayama, Masahiro Ishikane, Rubuna Sato, Kohei Kanda, Noriko Kinoshita, Shinyu Izumi, Norio Ohmagari, Yukio Hiroi and NCGM COVID-19 clinical team in Pulmonary Circulation
sj-pdf-1-jva-10.1177_1129729820974177 – Supplemental material for Tapered and non-tapered prosthetic grafts in upper extremity dialysis access: A systematic review and meta-analysis
Creators: name: Jasty, Venkata Sai
name: Haddad, David
name: Mohan, Babu
name: Zhou, Wei
name: Siracuse, Jeffrey J
name: Tan, Tze-Woei
Publisher: name: SAGE Journals
Year: 2020
Subjects: Cardiology

description: Supplemental material, sj-pdf-1-jva-10.1177_1129729820974177 for Tapered and non-tapered prosthetic grafts in upper extremity dialysis access: A systematic review and meta-analysis by Venkata Sai Jasty, David Haddad, Babu Mohan, Wei Zhou, Jeffrey J Siracuse and Tze-Woei Tan in The Journal of Vascular Access
Supplemental Material, BMI_Supplement_10.26.2020 - The Effect of Body Mass Index and Weight-Adjusted Fluid Dosing on Mortality in Sepsis
Creators: name: Ward, Michael A.
name: Kuttab, Hani I.
name: V, Joseph D. Lykins
name: Wroblewski, Kristen
name: Hughes, Michelle D.
name: Keast, Eric P.
name: Kopec, Jason A.
name: Erron M. Rourke
name: Purakal, John
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine
subject: 111702 Aged Health Care
subject: FOS: Health sciences
subject: 110203 Respiratory Diseases

description: Supplemental Material, BMI_Supplement_10.26.2020 for The Effect of Body Mass Index and Weight-Adjusted Fluid Dosing on Mortality in Sepsis by Michael A. Ward, Hani I. Kuttab, Joseph D. Lykins V, Kristen Wroblewski, Michelle D. Hughes, Eric P. Keast, Jason A. Kopec, Erron M. Rourke and John Purakal in Journal of Intensive Care Medicine
Additional file 3 of DNA sequencing in the classroom: complete genome sequence of two earwig (Dermaptera; Insecta) species
Creators: name: Kobayashi, Sanae
name: Maldonado, Jonathan E.
name: Gaete, Alexis
name: Araya, Ingrid
name: Aguado-Norese, Constanza
name: Cumplido, Nicolás
name: Díaz, Sebastián
name: Espinoza, Alonso
name: Fernández, Edelmira
name: Gajardo, Felipe
name: González-Ordenes, Felipe
name: Hauyon, Khantati
name: Maldonado, Piedad
name: Maldonado, Rodrigo
name: Pochet, Isabel
name: Riveros, Aníbal
name: Sandoval, Paula
name: Sepúlveda-González, Ailynne
name: Stuardo, Camila
name: Tapia-Reyes, Patricio
name: Thornton, Carolina
name: Undurraga, Soledad
name: Varas, Macarena
name: Valdivieso, Camilo
name: Gutiérrez, Rodrigo A.
name: Orellana, Ariel
name: Montecino, Martín
name: Maass, Alejandro
name: González, Mauricio
name: Allende, Miguel L.
name: Hodar, Christian
name: Irles, Paula
Publisher: name: figshare
Year: 2024
Subjects: subject: Genetics
subject: FOS: Biological sciences

description: Additional file 3. Flier of the school competition for participation in the sequencing activity.
title: Codebook and Documentation of the Panel Study „Labour Market and Social Security“ (PASS)
Creators: name: Berg, Marco
name: Cramer, Ralph
name: Dickmann, Christian
name: Gilberg, Reiner
name: Jesske, Birgit
name: Kleudgen, Martin
name: Beste, Jonas
name: Dummert, Sandra
name: Frodermann, Corinna
name: Malich, Sonja
name: Schwarz, Stefan
name: Wenzig, Claudia
name: Trappmann, Mark
name: Bähr, Sebastian
name: Bömmel, Nadja
name: Coban, Mustafa
name: Collischon, Matthias
name: Gundert, Stefanie
name: Küfner, Benjamin
name: Mackeben, Jan
name: Müller, Bettina
name: Stegmaier, Jens
name: Teichler, Nils
name: Wunder, Anja
Publisher: name: Forschungsdatenzentrum der Bundesagentur für Arbeit (BA) im Institut für Arbeitsmarkt- und Berufsforschung (IAB)
Year: 2024

description: Die FDZ-Datenreporte beschreiben die Daten des FDZ im Detail. Diese Reihe hat somit eine doppelte Funktion: Zum einen stellen Nutzerinnen und Nutzer fest, ob die angebotenen Daten für das Forschungsvorhaben geeignet sind, zum anderen dienen sie zur Vorbereitung der Auswertungen. Dieser Datenreport dokumentiert die Aufbereitung der Welle 16 von PASS. Das Dokument basiert auf dem Datenreport der Welle 15: Marco Berg, Ralph Cramer, Christian Dickmann, Reiner Gilberg, Birgit Jesske, Martin Kleudgen (alle infas Institut für angewandte Sozialwissenschaft GmbH), Jonas Beste, Sandra Dummert, Corinna Frodermann, Stefan Schwarz, Claudia Wenzig, Mark Trappmann, Sophie Altschul, Sebastian Bähr, Matthias Collischon, Mustafa Coban, Patrick Gleiser, Stefanie Gundert, Benjamin Küfner, Jan Mackeben, Sonja Malich, Bettina Müller, Jens Stegmaier, Nils Teichler, Stefanie Unger (alle Institut für Arbeitsmarkt- und Berufsforschung (IAB)): Codebuch und Dokumentation des Panel „Arbeitsmarkt und soziale Sicherung“ (PASS) Band I: Datenreport Welle 15, FDZ Datenreport, 10/2022 (de), Nürnberg.
description: FDZ-Datenreport
Supplemental_Table_1 – Supplemental material for Examining Personality, Interpersonal, and Symptom Correlates of Social Anhedonia in Early Adolescent Males and Females
Creators: name: Goldstein, Brandon L.
name: Mumper, Emma E.
name: Kriti Behari
name: Gooding, Diane C.
name: Klein, Daniel N.
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 160301 Family and Household Studies
subject: FOS: Sociology
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Supplemental_Table_1 for Examining Personality, Interpersonal, and Symptom Correlates of Social Anhedonia in Early Adolescent Males and Females by Brandon L. Goldstein, Emma E. Mumper, Kriti Behari, Diane C. Gooding and Daniel N. Klein in The Journal of Early Adolescence
Supplementary_Materials – Supplemental material for Contributions of cholinergic receptor muscarinic 1 and CYP1A2 gene variants on the effects of plasma ratio of clozapine/N-desmethylclozapine on working memory in schizophrenia
Creators: name: Islam, Farhana
name: Malgorzata Maciukiewicz
name: Freeman, Natalie
name: Huang, Eric
name: Tiwari, Arun
name: Benoit H Mulsant
name: Pollock, Bruce G
name: Remington, Gary
name: Kennedy, James L
name: Müller, Daniel J
name: Rajji, Tarek K
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)

description: Supplemental material, Supplementary_Materials for Contributions of cholinergic receptor muscarinic 1 and CYP1A2 gene variants on the effects of plasma ratio of clozapine/N-desmethylclozapine on working memory in schizophrenia by Farhana Islam, Malgorzata Maciukiewicz, Natalie Freeman, Eric Huang, Arun Tiwari, Benoit H Mulsant, Bruce G Pollock, Gary Remington, James L Kennedy, Daniel J Müller and Tarek K Rajji in Journal of Psychopharmacology
Chartier_Rev_Open_Practices_Disclosure – Supplemental material for Many Labs 5: Registered Replication of Albarracín et al. (2008), Experiment 5
Creators: name: Chartier, Christopher R.
name: Arnal, Jack D.
name: Arrow, Holly
name: Bloxsom, Nicholas G.
name: Bonfiglio, Diane B. V.
name: Brumbaugh, Claudia C.
name: Corker, Katherine S.
name: Ebersole, Charles R.
name: Garinther, Alexander
name: Giessner, Steffen R.
name: Hughes, Sean
name: Inzlicht, Michael
name: Hause Lin
name: Mercier, Brett
name: Metzger, Mitchell
name: Rangel, Derek
name: Saunders, Blair
name: Schmidt, Kathleen
name: Storage, Daniel
name: Tocco, Carly
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine

description: Supplemental material, Chartier_Rev_Open_Practices_Disclosure for Many Labs 5: Registered Replication of Albarracín et al. (2008), Experiment 5 by Christopher R. Chartier, Jack D. Arnal, Holly Arrow, Nicholas G. Bloxsom, Diane B. V. Bonfiglio, Claudia C. Brumbaugh, Katherine S. Corker, Charles R. Ebersole, Alexander Garinther, Steffen R. Giessner, Sean Hughes, Michael Inzlicht, Hause Lin, Brett Mercier, Mitchell Metzger, Derek Rangel, Blair Saunders, Kathleen Schmidt, Daniel Storage and Carly Tocco in Advances in Methods and Practices in Psychological Science
Pre-questionnaire – Supplemental material for The effectiveness of self-advocacy videos to inform enablers about the support needs of students with vision impairment
Creators: name: Swain, Gaby
name: Waddington, Jonathan
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 111799 Public Health and Health Services not elsewhere classified
subject: 160512 Social Policy
subject: FOS: Political science
subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, Pre-questionnaire for The effectiveness of self-advocacy videos to inform enablers about the support needs of students with vision impairment by Gaby Swain and Jonathan Waddington in The British Journal of Visual Impairment
20200903_Supplementary_TAMO_FINAL – Supplemental material for Lactate dehydrogenase kinetics predict chemotherapy response in recurrent metastatic nasopharyngeal carcinoma
Creators: name: Huang, Luo
name: Sim, Adelene Y. L.
name: Wu, Yongzhong
name: Liang, Zhongguo
name: Li, Kaiguo
name: Du, Youqin
name: Ong, Enya H. W.
name: Tan, Hong Qi
name: Wee, Joseph T. S.
name: Xie, Yue
name: Shu, Xiaolei
name: Wang, Ying
name: Chua, Melvin L. K.
name: Zhu, Xiaodong
Publisher: name: SAGE Journals
Year: 2020
Subjects: Oncology and Carcinogenesis not elsewhere classified
Aged Health Care
Pharmacology and Pharmaceutical Sciences not elsewhere classified
Respiratory Diseases

description: Supplemental material, 20200903_Supplementary_TAMO_FINAL for Lactate dehydrogenase kinetics predict chemotherapy response in recurrent metastatic nasopharyngeal carcinoma by Luo Huang, Adelene Y. L. Sim, Yongzhong Wu, Zhongguo Liang, Kaiguo Li, Youqin Du, Enya H. W. Ong, Hong Qi Tan, Joseph T. S. Wee, Yue Xie, Xiaolei Shu, Ying Wang, Melvin L. K. Chua and Xiaodong Zhu in Therapeutic Advances in Medical Oncology
sj-pdf-1-epd-10.1177_0263775820968563 - Supplemental material for Creative extraction: Black towns in white space
Creators: name: Purifoy, Danielle M
name: Seamster, Louise
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: Geography
subject: Sociology
subject: FOS: Sociology
subject: 120599 Urban and Regional Planning not elsewhere classified
subject: FOS: Social and economic geography

description: Supplemental material, sj-pdf-1-epd-10.1177_0263775820968563 for Creative extraction: Black towns in white space by Danielle M Purifoy and Louise Seamster in EPD: Society and Space
Supplementary_Table – Supplemental material for A psycho-social analysis of depression, anxiety and student engagement: Effects of parenting practices
Creators: name: Jules, Mia A
name: Donna-Maria B Maynard
name: Lowe, Gillian
name: Lipps, Garth
name: Gibson, Roger C
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111099 Nursing not elsewhere classified
subject: FOS: Health sciences
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine

description: Supplemental material, Supplementary_Table for A psycho-social analysis of depression, anxiety and student engagement: Effects of parenting practices by Mia A Jules, Donna-Maria B Maynard, Gillian Lowe, Garth Lipps and Roger C Gibson in Clinical Child Psychology and Psychiatry
Supplemental Material, FAO960678-ICMJE - Analysis of Shortening and Elevation of the First Ray With Instrumented Triplane First Tarsometatarsal Arthrodesis
Creators: name: Hatch, Daniel J.
name: Dayton, Paul
name: DeCarbo, William
name: McAleer, Jody P.
name: Ray, Justin J.
name: Santrock, Robert D.
name: W. Bret Smith
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 110323 Surgery

description: Supplemental Material, FAO960678-ICMJE for Analysis of Shortening and Elevation of the First Ray With Instrumented Triplane First Tarsometatarsal Arthrodesis by Daniel J. Hatch, Paul Dayton, William DeCarbo, Jody P. McAleer, Justin J. Ray, Robert D. Santrock and W. Bret Smith in Foot & Ankle Orthopaedics
sj-docx-1-jom-10.1177_0149206320969787 – Supplemental material for MTurk Research: Review and Recommendations
Creators: name: Aguinis, Herman
name: Villamor, Isabel
name: Ramani, Ravi S.
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 150310 Organisation and Management Theory
subject: FOS: Economics and business

description: Supplemental material, sj-docx-1-jom-10.1177_0149206320969787 for MTurk Research: Review and Recommendations by Herman Aguinis, Isabel Villamor and Ravi S. Ramani in Journal of Management
sj-pdf-3-aut-10.1177_1362361320971107 – Supplemental material for Age at autism spectrum disorder diagnosis: A systematic review and meta-analysis from 2012 to 2019
Creators: name: Maarten Van ’T Hof
name: Tisseur, Chanel
name: Berckelear-Onnes, Ina Van
name: Annemyn Van Nieuwenhuyzen
name: Daniels, Amy M
name: Deen, Mathijs
name: Hoek, Hans W
name: Ester, Wietske A
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine
subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences
subject: Education
subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, sj-pdf-3-aut-10.1177_1362361320971107 for Age at autism spectrum disorder diagnosis: A systematic review and meta-analysis from 2012 to 2019 by Maarten van ’t Hof, Chanel Tisseur, Ina van Berckelear-Onnes, Annemyn van Nieuwenhuyzen, Amy M Daniels, Mathijs Deen, Hans W Hoek and Wietske A Ester in Autism
sj-docx-1-qhr-10.1177_1049732320971236 – Supplemental material for “Taking Up a New Problem”: Context and Determinants of Pod-Mod Electronic Cigarette Use Among College Students
Creators: name: Kava, Christine M.
name: Soule, Eric K.
name: Seegmiller, Laura
name: Gold, Emily
name: Snipes, William
name: Westfield, Taya
name: Wick, Noah
name: Afifi, Rima
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111099 Nursing not elsewhere classified
subject: FOS: Health sciences
subject: 111799 Public Health and Health Services not elsewhere classified
subject: 160807 Sociological Methodology and Research Methods
subject: FOS: Sociology

description: Supplemental material, sj-docx-1-qhr-10.1177_1049732320971236 for “Taking Up a New Problem”: Context and Determinants of Pod-Mod Electronic Cigarette Use Among College Students by Christine M. Kava, Eric K. Soule, Laura Seegmiller, Emily Gold, William Snipes, Taya Westfield, Noah Wick and Rima Afifi in Qualitative Health Research
Mapping Of Relevant Existing Networks Dealing With Smart Farming Technologies Across Europe
Creators: name: Aït-Amar, Samy
Publisher: name: Zenodo
Year: 2017
Subjects: smartfarming, networks, europe

description: Smart-AKIS project aims at examining the suitability and use of Smart Farming Technologies (SFT) in EU Agriculture involving farmers, the agricultural machinery industry, academia, research centres, agricultural engineering and public bodies.

The purpose of this document is to identify existing national and European SFT research and innovation structures, platforms, informal or formal networks, working groups in commissions and events. The identified networks and initiatives will be invited to Smart- AKIS networking and dissemination events.

This report is organized in multiples chapters. The first part presents all the networks on Smart Farming Technologies or closely linked to SFT existing across Europe. The second chapter lists all the platforms created on SFT or on agricultural DATA and knowledge exchanges. The last chapter references all the events on SFT.
Fremdenfeindlichkeit In Der Schweiz: Ein Kritischer Blick Auf Die Entsolidarisierung Im Kontext Der Migration
Creators: name: Dieu, Ly-Gung
name: Genter, Jacyntha
Publisher: name: Zenodo
Year: 2013
Subjects: subject: gnd:4299677-6
subject: gnd:4003730-7
subject: gnd:4053881-3

description: Diese Bachelor-Arbeit beleuchtet, weshalb Fremdenfeindlichkeit in der Schweiz salonfähig geworden ist und inwiefern politische und mediale Institutionen einen wesentlichen Beitrag zu dieser Entwicklung leisten. Die vier Handlungspositionen der Soziokulturellen Animation haben das Potenzial, eine Resolidarisierung gegenüber Menschen mit Migrationshintergrund anzutreiben und eine Antirassismuspolitik zu fördern, die sich für die Menschenrechte und einen gesellschaftlichen Zusammenhalt ausspricht. Aktuelle Entwicklungen in der Schweiz zeigen, wie die Überfremdungsdebatte an Brisanz gewonnen hat. Studien zufolge hat eine fremdenfeindliche Haltung nicht nur im gesellschaftlichen Denken Einzug gehalten. Auch in der Politik wird Kultur instrumentalisiert, um strukturelle Diskriminierung zu legitimieren. Anhand der postkolonialen Theorie wird die hegemoniale Konstruktion des Anderen sowie die Folgen der Verharmlosung der Fremdenfeindlichkeit aufgedeckt. Die Globalisierung begünstigt mit dem Kriterium Verwertbarkeit eine leistungsorientierte Politik, die Menschen ausgrenzt, welche nicht diesem Schema entsprechen. Darunter gehören auch solche mit Migrationshintergrund. Mit den vier Positionen Animation, Vermittlung, Organisation und Konzeption bieten sich der Soziokulturellen Animation Methoden, um eine Solidaritätspolitik voranzutreiben, die das eurozentristische Denken unterläuft und Fremdenfeindlichkeit als eine Form von Rassismus entlarvt.
description: + Code Diss LU: hslusa bask 2013 + Fussnote: Bachelor-Arbeit, Hochschule Luzern - Soziale Arbeit, Ausbildungsgang Soziokultur, 2013
Supplemental Material, sj-doc-1-ear-10.1177_0145561320974863 - Primary Heterotopic Meningioma of Nasal Cavity: Case Report and Literature Review
Creators: name: Hu, Xianwen
name: Jiang, Maoyan
name: Feng, Zelong
name: Wang, Juan
name: Wang, Pan
name: Cai, Jiong
Publisher: name: SAGE Journals
Year: 2020
Subjects: Otorhinolaryngology

description: Supplemental Material, sj-doc-1-ear-10.1177_0145561320974863 for Primary Heterotopic Meningioma of Nasal Cavity: Case Report and Literature Review by Xianwen Hu, Maoyan Jiang, Zelong Feng, Juan Wang, Pan Wang and Jiong Cai in Ear, Nose & Throat Journal
sj-pdf-1-hol-10.1177_0959683620970273 – Supplemental material for Social and environmental factors influencing dietary choices among Dawenkou culture sites, Late Neolithic China
Creators: name: Dong, Yu
name: Chen, Songtao
name: Ambrose, Stanley H
name: Underhill, Anne
name: Ling, Xue
name: Gao, Mingkui
name: Li, Zhenguang
name: Luan, Fengshi
name: Jin, Guiyun
Publisher: name: SAGE Journals
Year: 2020
Subjects: Geography
History

description: Supplemental material, sj-pdf-1-hol-10.1177_0959683620970273 for Social and environmental factors influencing dietary choices among Dawenkou culture sites, Late Neolithic China by Yu Dong, Songtao Chen, Stanley H Ambrose, Anne Underhill, Xue Ling, Mingkui Gao, Zhenguang Li, Fengshi Luan and Guiyun Jin in The Holocene
sj-pdf-1-msj-10.1177_1352458520974357 – Supplemental material for Expansion of chronic lesions is linked to disease progression in relapsing–remitting multiple sclerosis patients
Creators: name: Klistorner, Samuel
name: Barnett, Michael H
name: Yiannikas, Con
name: Barton, Joshua
name: Parratt, John
name: Yuyi You
name: Graham, Stuart L
name: Klistorner, Alexander
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 111702 Aged Health Care
subject: FOS: Health sciences

description: Supplemental material, sj-pdf-1-msj-10.1177_1352458520974357 for Expansion of chronic lesions is linked to disease progression in relapsing–remitting multiple sclerosis patients by Samuel Klistorner, Michael H Barnett, Con Yiannikas, Joshua Barton, John Parratt, Yuyi You, Stuart L Graham and Alexander Klistorner in Multiple Sclerosis Journal
Erwerbsverläufe, Gesundheit und der Altersübergang von Erwerbstätigen in der Einfacharbeit
Creators: name: Kaboth, Arthur
Publisher: name: TU Dortmund
Year: 2025
Subjects: subject: Einfacharbeit
subject: Erwerbsverläufe
subject: Gesundheitszustand
subject: Arbeitsfähigkeit
subject: Rente
subject: Erwerbstätigkeit
subject: Arbeitsanforderungen
subject: Psychosoziale Faktoren
subject: Ressourcen
subject: Kohorten
subject: Arbeitsmarkt
subject: Normalarbeitsverhältnis
subject: Segmentationstheorie
subject: Job-Demands-Resources-Modell
subject: Sequenz- und Clusteranalyse
subject: Moderationsanalyse
subject: Fixed-Effects
subject: 360
subject: 370
subject: Erwerbstätigkeit
subject: Arbeit
subject: Gesundheit
subject: Alter

description: Die kumulative Dissertation befasst sich mit den Erwerbsverläufen, der Gesundheit, der Arbeitsfähigkeit sowie dem Übergang in die gesetzliche Altersrente von Beschäftigten in der sogenannten Einfacharbeit, Tätigkeiten, die keinen schulischen oder beruflichen Ausbildungsabschluss erfordern. Die Erweiterung des aktuellen Forschungsstands von querschnittlichen zu längsschnittlichen Analysen können zum einen das negative Bild der Einfacharbeit bestätigen: Einfacharbeit ist geprägt von Erwerbsunterbrechungen, gesundheitlichen Risiken, niedriger Arbeitsfähigkeit sowie vorzeitigen Renteneintritten. Zum anderen zeigen die Ergebnisse, dass ein Anteil der Beschäftigten in der Einfacharbeit in zeitlich stabiler Vollzeittätigkeit (Normalarbeitsverhältnis) tätig ist, Übergänge in die Facharbeit ermöglicht werden, Renteneintritte für einen Anteil später erfolgen als in der Facharbeit sowie psychische Belastungsreduzierung ein Motiv für eine Beschäftigung in Einfacharbeit darstellen kann. Insgesamt bedarf es allerdings Maßnahmen und Initiativen zur Verbesserung der Arbeits- und Gesundheitssituation sowie weiterer Forschung im Forschungsfeld Einfacharbeit.
Resumen de las Actas de la Comisión de Monumentos y Patrimonio Histórico Acta nº3 de 7 de abril de 2025
Creators: name: Moleón Gavilanes, Pedro
name: Almagro Gorbea, Antonio
name: Nieto Yusta, Olivia
Publisher: name: Real Academia de Bellas Artes de San Fernando
Year: 2025

description: RESUMEN DE LAS ACTAS DE LA COMISIÓN DE MONUMENTOS Y PATRIMONIO HISTÓRICO

ACTA Nº 3 DE 7 DE ABRIL DE 2025

En la Comisión de Monumentos y Patrimonio Histórico celebrada el 7 de abril de 2025 se abordaron los siguientes asuntos: 

-Con fecha 26 de marzo de 2025 se ha recibido en la Academia carta de la Dirección General de Patrimonio Cultural de la Junta de Castilla y León sobre la rehabilitación del edificio neomudéjar ubicado en la calle Alcázar de Toledo, nº 11 de León en respuesta al escrito remitido por la Academia a propuesta de la CMPH el pasado 13 de febrero de 2025.

- Cerrados y enviados los informes de:

a) La Central de La Retorna en La Rioja

b) El Parque Móvil del Estado

c) La Residencia de Estudiantes de Madrid

- Gestiones para la protección del tapiz flamenco que se encuentra en la catedral de Tarragona.
Realistic virtual humans for VR therapy of body image disorders
Creators: name: Wenninger, Stephan
Publisher: name: TU Dortmund
Year: 2025
Subjects: subject: Virtual humans
subject: Geometry processing
subject: Statistical human body models
subject: 004
subject: Avatar (Informatik)
subject: Geometrieverarbeitung

description: Stephan Wenninger - Realistic Virtual Humans for VR Therapy of Body Image Disorders Abstract: This thesis presents methods for reconstructing and modifying realistic personalized virtual humans to be employed in the context of a VR-based body image disorder therapy system. We start by presenting a method for generating virtual humans from monocular smartphone cameras, thereby lowering the hardware requirements and increasing the availability of personalized virtual humans compared to other methods, which typically depend on elaborate photogrammetry rigs. In a user study, we investigate the perception of the resulting virtual humans by scanning people with both the low-cost smartphone-based method and a standard multi-view stereo photogrammetry rig. Participants then embody and rate both virtual humans in a virtual mirror exposure scenario. The results show, that both virtual humans are perceived similarly, indicating that our smartphone-based method presents a viable alternative to expensive photogrammetry rigs. For employing realistic virtual humans in body image therapy, we present a method for modifiying the body weight of the virtual humans in real-time. Users of the VR-based therapy system then embody a personalized avatar in a virtual mirror exposure scenario and are given active control over the avatar's body shape, enabling researchers to investigate the potential of VR-based therapy and gain insight into possibly occurring body image disorders. To improve on the purely surface-based body weight modification model, the second part of this thesis focuses on anatomical representations of virtual humans. We present a method for inferring anatomical details from a given skin surface in less than a minute. To this end, we derive a three-layered anatomical model, consisting of a skin, muscle, and skeleton layer, from a commercial high-resolution anatomical model. We then learn a model for predicting body composition, i.e., fat and muscle mass, from a given skin surface and fit the template model to a large database of surface scans while conforming to the estimated body composition. The original high-resolution anatomical structures are transferred to the resulting fit via a triharmonic space warp. Finally, we use the inferred anatomical data to learn an anatomically constrained volumetric human shape model. We enlarge our training data to the full Cartesian product of all skeleton shapes and all soft tissue distributions using physically plausible volumetric deformation transfer. A self-supervised learning technique then produces two separate latent parameter sets, allowing us to sample different soft tissue distributions over the same skeleton shape and vice versa. The resulting anatomical model additionally facilitates fast skeleton inference and semantic localized shape modification.
Compilation-based explainability of tree ensembles
Creators: name: Murtovi, Alnis
Publisher: name: TU Dortmund
Year: 2025
Subjects: subject: Explainable AI
subject: Random forests
subject: Gradient boosted trees
subject: Tree esembles
subject: Formal explainabilty
subject: 004
subject: Erklärbare künstliche Intelligenz
subject: Random Forest
subject: Boosting

description: Machine learning, particularly deep learning, has achieved remarkable success in areas such as image recognition, natural language processing, and speech recognition. However, for structured or tabular data, tree ensemble approaches, such as random forests and gradient boosted trees, often outperform deep learning-based approaches. Although they perform strongly, tree ensembles are in general considered to be black boxes, because the complexity of combining multiple decision trees makes it difficult to trace the reasoning behind individual predictions. Recent advancements in Explainable Artificial Intelligence have presented heuristic post-hoc explanation methods like LIME and SHAP. Nevertheless, these methods often rely on a model's input-output behavior and therefore only approximate how it internally arrives at its predictions. As a result, there is an urgent need for efficient and precise approaches to explaining ensembles, especially in domains where safety or fairness is critical. To tackle the interpretability gap, this thesis explores compilation-based techniques that transform an entire tree ensemble into a single, semantically equivalent structure such as a directed acyclic graph. This single graph representation reveals the ensemble's underlying logic, making it amenable to formal analysis. Once compiled, the model's internal logic becomes more transparent, allowing efficient generation of formal explanations, as well as support for verification tasks such as pre- and postcondition checks and model equivalence checking. One significant advantage is that, after the one-time cost of building the unified representation, subsequent explanations can be generated efficiently. This makes the proposed solutions particularly well-suited for real-time or interactive settings where many explanations are requested in sequence. The main focus of this thesis is efficiency and scalability. Existing compilation-based approaches can be very expensive on large ensembles. To address this, the thesis introduces novel compilation algorithms and optimizations, significantly reducing transformation time and memory usage while maintaining exact equivalence with the original tree ensemble. The experimental results show over an order of magnitude speedup in model compilation and multiple orders of magnitude in explanation generation compared to state-of-the-art solver-based approaches. Furthermore, the thesis introduces a user-friendly, web-based tool (Forest GUMP) that allows non-experts to train, visualize, verify, and explain tree ensembles interactively. Overall, these contributions advance the field of explainable AI by delivering efficient, formally grounded, and practical solutions for tree ensemble interpretability and explainability.
title: Greening Britain through CCUS
Creators: name: SCCS
Publisher: name: SCCS
Year: 2019
Subjects: subject: ccus
subject: CCS
subject: carbon capture and storage
subject: green recovery
subject: evidence

description: SCCS' evidence to the All-Party Parliamentary Group on Carbon Capture and Storage (CCS) inquiry
description: SCCS' evidence to the All-Party Parliamentary Group on Carbon Capture and Storage (CCS) inquiry