190 research outputs found
Improving the manchester triage system for pediatric emergency care: an international multicenter study
- Author
- Publication venue
- 'Public Library of Science (PLoS)'
- Publication date
- 01/11/2013
- Field of study
Long-term health-related and economic consequences of short-term outcomes in evaluation of perinatal interventions
- Author
- Publication venue
- BioMed Central
- Publication date
- 01/01/2010
- Field of study
<p>Abstract</p> <p>Background</p> <p>Many perinatal interventions are performed to improve long-term neonatal outcome. To evaluate the long-term effect of a perinatal intervention follow-up of the child after discharge from the hospital is necessary because serious sequelae from perinatal complications frequently manifest themselves only after several years. However, long-term follow-up is time-consuming, is not in the awareness of obstetricians, is expensive and falls outside the funding-period of most obstetric studies. Consequently, short-term outcomes are often reported instead of the primary long-term end-point. With this project, we will assess the current state of affairs concerning follow-up after obstetric RCTs and we will develop multivariable prediction models for different long-term health outcomes. Furthermore, we would like to encourage other researchers participating in follow-up studies after large obstetric trials (> 350 women) to inform us about their studies so that we can include their follow-up study in our systematic review. We would invite these researchers also to join our effort and to collaborate with us on the external validation of our prediction models.</p> <p>Methods/Design</p> <p>A systematic review of neonatal follow-up after obstetric studies will be performed. All reviews of the Cochrane Pregnancy and Childbirth group will be assessed for reviews on interventions that aimed to improve neonatal outcome. Reviews on interventions primary looking at other aspects than neonatal outcome such as labour progress will also be included when these interventions can change the outcome of the neonate on the short or long-term. Our review will be limited to RCTs with more than 350 women. Information that will be extracted from these RCTs will address whether, how and for how long follow-up has been performed. However, in many cases long-term follow-up of the infants will not be feasible. An alternative solution to limited follow-up could be to develop prediction models to estimate long-term health outcomes of the newborn based on specific perinatal outcomes and other covariates. For the development of multivariable prediction models for several health outcomes, we will use data available from a Dutch cohort study of preterm (< 32 weeks) and/or small for gestational age infants (< 1500 g). These infants were born in The Netherlands in 1983 and followed until they reached the age of 19.</p> <p>Discussion</p> <p>The systematic review will provide insight in the extent and methods used for follow-up assessments after obstetric RCTs in the past. The prediction models can be used by future studies to extrapolate short-term outcomes to a long-term horizon or to indicate for which neonates long-term follow-up is required, as their outcomes (either absence or presence of sequelae) cannot be adequately predicted from short-term outcomes and clinical background characteristics.</p
The co-operative university: Labour, property and pedagogy
- Author
- Axworthy CS
- Bayat A
- Bernstein P
- Boden R
- Boggs C
- Canaan J
- Coates K
- Crouch C
- Edu-Factory
- Erdal D
- Haubert M
- Holloway J
- Hudis P
- Jossa B
- Kasmir S
- Lefebvre H
- MacPherson I
- Marx K
- Marx K
- Marx K
- Marx K
- Marx K
- McGettigan A
- Mellor M
- Moore K
- Neary M
- Neary M
- Neary M
- Neary M
- Ness I
- Pashukanis EB
- Quarter J
- Roggero G
- Rothschild J
- Shukaitis S
- Social Science Centre Lincoln
- Tuckman A
- van der Veen EW
- Vanek J
- Vygotsky L
- Wajcman J
- Winn J
- Wood EM
- Woodin T
- Publication venue
- 'SAGE Publications'
- Publication date
- 25/06/2014
- Field of study
I begin this article by discussing the recent work of academics and activists to identify the advantages and issues relating to co-operative forms of higher education, and then focus on the ‘worker co-operative’
organisational form and its applicability and suitability to the governance of and practices within higher educational institutions.
Finally, I align the values and principles of worker co-ops with the critical pedagogic framework of ‘Student as Producer’. Throughout I employ the work of Karl Marx to theorise the role of labour and property in a ‘co-operative university’, drawing particularly on later Marxist writers who argue that Marx’s labour theory of value should be understood as a critique of labour under capitalism, rather than one developed from the standpoint of labour
The effect of nutritional supplementation on the multifocal electroretinogram in healthy eyes
- Author
- AJ Wenzel
- B Chua
- B Falsini
- B Li
- B Stephen
- BR Hammond
- DC Hood
- DC Hood
- DM Snodderly
- E Berrow
- EDCCS Group
- EE Connolly
- EE Sutter
- EE Sutter
- EJ Johnson
- Emma J. Berrow
- EW Chong
- EY Chew
- F Gravetter
- FE Cangemi
- Frank Eperjesi
- G Karpe
- Hannah E. Bartlett
- HE Bartlett
- HH Koh
- JA Mares-Perlman
- JC Erie
- JM Nolan
- JM Nolan
- JM Nolan
- JM Seddon
- JM Stringham
- L Ma
- M Rodriguez-Carmona
- M Trieschmann
- N Mohidin
- O O’Connell
- P Beeler
- PS Bernstein
- PS Bernstein
- R Karanjia
- R Lakshminarayana
- RA Bone
- RL Veen van der
- RT Tzekov
- S Richer
- S Richer
- Schulz K Altman D, Moher D, Group tC
- SR Hahn
- T Meigen
- The AREDS Research Group
- V Parisi
- W Schalch
- WT Ham Jr
- Y Sasamoto
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 17/03/2016
- Field of study
BACKGROUND: Previous studies have demonstrated an increase in macular pigment optical density (MPOD) with lutein (L)-based supplementation in healthy eyes. However, not all studies have assessed whether this increase in MPOD is associated with changes to other measures of retinal function such as the multifocal ERG (mfERG). Some studies also fail to report dietary levels of L and zeaxanthin (Z). Because of the associations between increased levels of L and Z, and reduced risk of AMD, this study was designed to assess the effects of L-based supplementation on mfERG amplitudes and latencies in healthy eyes. METHODS: Multifocal ERG amplitudes, visual acuity, contrast sensitivity, MPOD and dietary levels of L and Z were assessed in this longitudinal, randomized clinical trial. Fifty-two healthy eyes from 52 participants were randomly allocated to receive a L-based supplement (treated group), or no supplement (non-treated group). RESULTS: There were 25 subjects aged 18-77 (mean age ± SD; 48 ± 17) in the treated group and 27 subjects aged 21-69 (mean age ± SD; 43 ± 16) in the non-treated group. All participants attended for three visits: visit one at baseline, visit two at 20 weeks and visit three at 40 weeks. A statistically significant increase in MPOD (F = 17.0, p ≤ 0.001) and shortening of mfERG ring 2 P1 latency (F = 3.69, p = 0.04) was seen in the treated group. CONCLUSIONS: Although the results were not clinically significant, the reported trend for improvement in MPOD and mfERG outcomes warrants further investigation
Multi-messenger observations of a binary neutron star merger
- Author
- Aab A
- Aartsen MG
- Abbott BP
- Abbott R
- Abbott TD
- Abbott TMC
- Abdalla H
- Abe F
- Abeysekara AU
- Abramo LR
- Abramowski A
- Abreu P
- Acernese F
- Acero F
- Ackermann M
- Ackley K
- Ackley K
- Adams C
- Adams J
- Adams SM
- Adams T
- Addesso P
- Adhikari RX
- Adya VB
- Affeldt C
- Afrough M
- Agarwal B
- Agathos M
- Agatsuma K
- Aggarwal N
- Aglietta M
- Agliozzo C
- Agudo I
- Aguiar OD
- Aguilar JA
- Aharonian F
- Ahlers M
- Ahrens M
- Aiello L
- Ain A
- Ajith P
- Akras S
- Al Samarai I
- Albert A
- Albert A
- Albuquerque IFM
- Albury JM
- Alcaniz JS
- Alexander KD
- Alfaro R
- Alighieri S Di Serego
- Allam S
- Allekotte I
- Allen B
- Allen G
- Allison J
- Allison JR
- Allocca A
- Almela A
- Altin PA
- Altmann D
- Alvarez C
- Alvarez JD
- Alvarez M Dovale
- Alvarez-Muiz J
- Amati L
- Amato A
- An T
- Ananyeva A
- Anastasi GA
- Anchordoqui L
- Andeen K
- Anderson JP
- Anderson SB
- Anderson T
- Anderson WG
- Andrada B
- Andre M
- Andreoni I
- Andreoni I
- Andringa S
- Angelova SV
- Anghinolfi M
- Angner EO
- Angus CR
- Annis J
- Ansseau I
- Antier S
- Anton G
- Antonelli LA
- Antonelli LA
- Anupama GC
- Aoki K
- Aoki W
- Appert S
- Aptekar RL
- Arai K
- Arakawa M
- Aramo C
- Araya MC
- Arcavi I
- Arceo R
- Ardid M
- Areeda JS
- Aresu G
- Argan A
- Argelles C
- Arnaud N
- Array LWA Long Wavelength
- Array MWA Murchison Widefield
- Arrieta M
- Arsene N
- Arteaga-Velzquez JC
- Artola R
- Arun KG
- Asakura Y
- Asaoka Y
- Ascenzi S
- Ashall C
- Ashley MCB
- Ashton G
- Asorey H
- Assis P
- Ast M
- Aston SM
- Astone P
- Atallah DV
- ATLAS
- Atwood WB
- Aubert J-J
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- Auffenberg J
- Aufmuth P
- Aulbert C
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- Avila G
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- Awad A Kuotb
- Axani S
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- Bachetti M
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- Bader MKM
- Badescu AM
- Bae S
- Bagherpour H
- Bai X
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- Baker PT
- Balaceanu A
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- Balasubramanian A
- Balbinot E
- Baldaccini F
- Baldini L
- Ballardin G
- Ballmer SW
- Bally J
- Balzer A
- Banagiri S
- Banerji M
- Bannister KW
- Barayoga JC
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- Barbato F
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- Barbiellini G
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- Barclay SE
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- Barrios-Marti J
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- Batch JC
- Bauer FE
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- Beardmore AP
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- Benkhali F Ait
- Benoit-Levy A
- BenZvi SY
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- Berge D
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- Bergmann G
- Berisso M Gomez
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- Bernhard S
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- Berry CPL
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- Blackburn JK
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- Blackman J
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- Buonanno A
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- Burgess JM
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- CALTECH GROWTH JAGWAR
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- Capano CD
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- Chang Z
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- Charlton P
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- Chassande-Mottin E
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- Chaves RCG
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- Cheeseboro BD
- Chekhtman A
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- Chen T-W
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- Chia H
- Chiang J
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- Chincarini A
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- Chirkin D
- Chiummo A
- Chmiel T
- Cho HS
- Cho M
- Choi C
- Choi J-S
- Chornock R
- Chow JH
- Christensen N
- Christov A
- Chu Q
- Chua AJK
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- Chudoba J
- Chung AKW
- Chung S
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- Cirelli CE
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- Colafrancesco S
- Colafrancesco S
- Colalillo R
- Colazo C
- Coleiro A
- Coleman A
- Colla A
- Collaboration ALMA
- Collaboration ANTARES
- Collaboration BOOTES
- Collaboration CALET
- Collaboration DLT40
- Collaboration HAWC
- Collaboration HESS
- Collaboration IceCube
- Collaboration IKI-GW Follow-up
- Collaboration Insight-Hxmt
- Collaboration IPN
- Collaboration KU
- Collaboration LOFAR
- Collaboration MASTER
- Collaboration Pi Sky
- Collaboration Pierre Auger
- Collaboration Swift
- Collaboration VINROUGE
- Collette CG
- Collica L
- Collin GH
- Colmenero E Romero
- Coluccia MR
- Cominsky LR
- Cominsky LR
- Conceicao R
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- Consortium TZAC
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- Cooper SJ
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- Corbitt TR
- Cordero-Carrion I
- Corley KR
- Cornish N
- Corongiu A
- Corral-Santana JM
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- Costa CF Da Silva
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- Cotzomi J
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- Countryman ST
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- Covas PB
- Covault CE
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- Cowan EE
- Coward DM
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- Cowart MJ
- Cowen DF
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- Creusot A
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- De Jong SJ
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- De laurentis M
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- de Oliveira C Mendes
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- De Oliveira MA Leigui
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- De Palma F
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- Di Mauro M
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- Di Paola A
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- Dietrich JP
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- Eichholz J
- Eichmann B
- Eifler TF
- Eikenberry SS
- Eisenstein RA
- El Bojaddaini I
- El Khayati N
- El Moursli R Cherkaoui
- Elias-Rosa N
- Elipe G Torralba
- Eller P
- Ellsworth RW
- Elmer E
- Elsasser D
- Emery G
- Emery SWK
- Emery SWK
- Emrich D
- Engel K
- Engel R
- Enriquez-Rivera O
- Enzenhofer A
- ePESSTO
- Erdmann M
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- Publication venue
- 'American Astronomical Society'
- Publication date
- 01/01/2017
- Field of study
On 2017 August 17 a binary neutron star coalescence candidate (later designated GW170817) with merger time 12:41:04 UTC was observed through gravitational waves by the Advanced LIGO and Advanced Virgo detectors. The Fermi Gamma-ray Burst Monitor independently detected a gamma-ray burst (GRB 170817A) with a time delay of ~1.7 s with respect to the merger time. From the gravitational-wave signal, the source was initially localized to a sky region of 31 deg2 at a luminosity distance of 40+8-8 Mpc and with component masses consistent with neutron stars. The component masses were later measured to be in the range 0.86 to 2.26 Mo. An extensive observing campaign was launched across the electromagnetic spectrum leading to the discovery of a bright optical transient (SSS17a, now with the IAU identification of AT 2017gfo) in NGC 4993 (at ~40 Mpc) less than 11 hours after the merger by the One- Meter, Two Hemisphere (1M2H) team using the 1 m Swope Telescope. The optical transient was independently detected by multiple teams within an hour. Subsequent observations targeted the object and its environment. Early ultraviolet observations revealed a blue transient that faded within 48 hours. Optical and infrared observations showed a redward evolution over ~10 days. Following early non-detections, X-ray and radio emission were discovered at the transient’s position ~9 and ~16 days, respectively, after the merger. Both the X-ray and radio emission likely arise from a physical process that is distinct from the one that generates the UV/optical/near-infrared emission. No ultra-high-energy gamma-rays and no neutrino candidates consistent with the source were found in follow-up searches. These observations support the hypothesis that GW170817 was produced by the merger of two neutron stars in NGC4993 followed by a short gamma-ray burst (GRB 170817A) and a kilonova/macronova powered by the radioactive decay of r-process nuclei synthesized in the ejecta
Measurement and interpretation of same-sign W boson pair production in association with two jets in pp collisions at s = 13 TeV with the ATLAS detector
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- Abbott B
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- Zhemchugov A
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- Åkesson TPA
- Öncel ÖO
- Ženiš T
- Živković L
- Publication venue
- Springer Nature
- Publication date
- 01/04/2024
- Field of study
This paper presents the measurement of fducial and diferential cross sections for both the inclusive and electroweak production of a same-sign W-boson pair in association with two jets (W±W±jj) using 139 fb−1 of proton-proton collision data recorded at a centre-of-mass energy of √s = 13 TeV by the ATLAS detector at the Large Hadron Collider. The analysis is performed by selecting two same-charge leptons, electron or muon, and at least two jets with large invariant mass and a large rapidity diference. The measured fducial cross sections for electroweak and inclusive W±W±jj production are 2.92 ± 0.22 (stat.) ± 0.19 (syst.)fb and 3.38±0.22 (stat.)±0.19 (syst.)fb, respectively, in agreement with Standard Model predictions. The measurements are used to constrain anomalous quartic gauge couplings by extracting 95% confdence level intervals on dimension-8 operators. A search for doubly charged Higgs bosons H±± that are produced in vector-boson fusion processes and decay into a same-sign W boson pair is performed. The largest deviation from the Standard Model occurs for an H±± mass near 450 GeV, with a global signifcance of 2.5 standard deviations
Combination of searches for heavy spin-1 resonances using 139 fb−1 of proton-proton collision data at s = 13 TeV with the ATLAS detector
- Author
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- Aakvaag E
- Abbott B
- Abeling K
- Abicht NJ
- Abidi SH
- Aboelela M
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- Whiteson D
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- Wiedenmann W
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- Wiglesworth C
- Wilbern DJ
- Wilkens HG
- Wilkinson JJH
- Williams DM
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- Williams S
- Willocq S
- Wilson BJ
- Windischhofer PJ
- Winkel FI
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- Wittgen M
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- Wosiek BK
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- Yeletskikh I
- Yeo BK
- Yexley MR
- Yin P
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- Zaazoua M
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- Zakareishvili T
- Zakharchuk N
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- Zamora Saa JA
- Zang J
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- Zhang X
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- Zhang Y
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- Zhang Y
- Zhang Z
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- Zhao H
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- Zhao Z
- Zhemchugov A
- Zheng J
- Zheng K
- Zheng X
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- Zhong D
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- Zhu CG
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- Zhuang X
- Zhukov K
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- Ziolkowski M
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- Zorbas TG
- Zormpa O
- Zou W
- Zwalinski L
- Åkesson TPA
- Öncel ÖO
- Ženiš T
- Živković L
- Publication venue
- Springer Nature
- Publication date
- 19/04/2024
- Field of study
A combination of searches for new heavy spin-1 resonances decaying into different pairings of W, Z, or Higgs bosons, as well as directly into leptons or quarks, is presented. The data sample used corresponds to 139 fb−1 of proton-proton collisions at
= 13 TeV collected during 2015–2018 with the ATLAS detector at the CERN Large Hadron Collider. Analyses selecting quark pairs (qq, bb,
, and tb) or third-generation leptons (τν and ττ) are included in this kind of combination for the first time. A simplified model predicting a spin-1 heavy vector-boson triplet is used. Cross-section limits are set at the 95% confidence level and are compared with predictions for the benchmark model. These limits are also expressed in terms of constraints on couplings of the heavy vector-boson triplet to quarks, leptons, and the Higgs boson. The complementarity of the various analyses increases the sensitivity to new physics, and the resulting constraints are stronger than those from any individual analysis considered. The data exclude a heavy vector-boson triplet with mass below 5.8 TeV in a weakly coupled scenario, below 4.4 TeV in a strongly coupled scenario, and up to 1.5 TeV in the case of production via vector-boson fusion
Key steps for effective breast cancer prevention
- Author
- A Cho
- A DeCensi
- A DeCensi
- A Hadjisavvas
- A Rudolph
- A Unsworth
- AC Antoniou
- AC Antoniou
- AE Weel
- AG Glass
- AG Renehan
- AG Renehan
- AH Eliassen
- AJ Poole
- AM Behie
- AN Freedman
- AR Brentnall
- AR Brentnall
- AR Skandarajah
- AS Quante
- B Fisher
- B MacMahon
- B Rosner
- BA Heemskerk-Gerritsen
- BL Sprague
- BM Lynch
- C Dethlefsen
- C He
- CA Bodian
- CA Silva
- CC Chang
- CE DeSantis
- CE Elks
- CE Land
- CG Victora
- CI Li
- CI Li
- Collaborative Group on Hormonal Factors in Breast Cancer
- Collaborative Group on Hormonal Factors in Breast Cancer
- Collaborative Group on Hormonal Factors in Breast Cancer
- Collaborative Group on Hormonal Factors in Breast Cancer
- Collaborative Group on Hormonal Factors in Breast Cancer
- CR Gil Del Alcazar
- CW Huo
- CW Huo
- D Braithwaite
- D Huo
- DA Berry
- DA Spak
- DF Easton
- DGR Evans
- DH Morris
- DJ Hunter
- DM Parkin
- E Amir
- E Nolan
- E Nolan
- E Petracci
- EA Triano
- Early Breast Cancer Trialists’ Collaborative Group.
- EB Claus
- EB Gold
- EB Gold
- EB Gold
- EM van Veen
- Endogenous Hormones and Breast Cancer Collaborative Group
- EW Steyerberg
- F Daubine
- F Islami
- F Meier-Abt
- G Albrektsen
- G Parmigiani
- G Ursin
- G van der Pluijm
- GA Balogh
- GA Colditz
- GBD 2016 Alcohol Collaborators
- GG Meadows
- GK Reeves
- GL Gierach
- Global Burden of Disease Cancer Collaboration
- GV Dall
- GV Dall
- GV Dall
- H Ma
- H Rundqvist
- H Tower
- HA Martinson
- HD Nelson
- HK Neilson
- HK Seitz
- I den Tonkelaar
- IH Russo
- IM Collins
- IM Collins
- IM Collins
- J Ayton
- J Belsky
- J Bigaard
- J Cuzick
- J Cuzick
- J Cuzick
- J Cuzick
- J Cuzick
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- J Cuzick
- J Deardorff
- J Jones
- J Kotsopoulos
- J Lammert
- J Louro
- J Russo
- J Santucci-Pereira
- J Stone
- J Tyrer
- JA Cintolo-Gonzalez
- JA Tice
- JD French
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- JE Visvader
- JF Dorgan
- JL Carwile
- JL Hopper
- JL Hopper
- JN Wolfe
- JS Chisholm
- JS Sisti
- JW Jakub
- K Britt
- K Krishnan
- K Metcalfe
- K Michailidou
- K Rodstrom
- K Visvanathan
- KA Phillips
- KA Phillips
- KA Phillips
- KB Kuchenbaecker
- KB Kuchenbaecker
- KL Britt
- KM O’Brien
- KN Anderson
- KW Singletary
- L Fernandez-Rhodes
- L Lu
- L Stolk
- L Xu
- LA Brinton
- LA Keogh
- LA Keogh
- LB Rojas
- LC Hartmann
- LJ Esserman
- LL Lo
- LN He
- LS Donnelly
- LS Morch
- M Bodmer
- M de Pedro
- M Gabrielson
- M Gnant
- M Harvie
- M Kajita
- M Khalis
- M Lambertini
- M Tokunaga
- M Wang
- MA Harris
- MB Terry
- MB Terry
- MB Terry
- MB Terry
- MD Althuis
- MD Althuis
- ME Arriaga
- MH Gail
- MH Gail
- MH Gail
- MJ Ligtenberg
- MM Gaudet
- MP Banegas
- MP Lisanti
- MS Shawky
- N Keum
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- N Machella
- N Mavaddat
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- NC Rollins
- NE Allen
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- P Boffetta
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- R Boynton-Jarrett
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- RD Kehm
- RK Matsuno
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- RM Tamimi
- RT Chlebowski
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- RT Chlebowski
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- S Alowami
- S Boissier
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- S Dushyanthen
- S Jindal
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- SF Marshall
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- T Simon
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- U Veronesi
- V Beral
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- WY Chen
- X Li
- Y Miki
- Y Takabatake
- Y Wu
- YE Cossart
- YT Gao
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 11/06/2020
- Field of study
International Consensus Statement on Rhinology and Allergy: Rhinosinusitis
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- Ramakrishnan V
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- Zuckerman JD
- Zurlo JJ
- Zuskin E
- Čulig J
- Publication venue
- 'Wiley'
- Publication date
- 01/01/2021
- Field of study
Background: The 5 years since the publication of the first International Consensus Statement on Allergy and Rhinology: Rhinosinusitis (ICAR‐RS) has witnessed foundational progress in our understanding and treatment of rhinologic disease. These advances are reflected within the more than 40 new topics covered within the ICAR‐RS‐2021 as well as updates to the original 140 topics. This executive summary consolidates the evidence‐based findings of the document. Methods: ICAR‐RS presents over 180 topics in the forms of evidence‐based reviews with recommendations (EBRRs), evidence‐based reviews, and literature reviews. The highest grade structured recommendations of the EBRR sections are summarized in this executive summary. Results: ICAR‐RS‐2021 covers 22 topics regarding the medical management of RS, which are grade A/B and are presented in the executive summary. Additionally, 4 topics regarding the surgical management of RS are grade A/B and are presented in the executive summary. Finally, a comprehensive evidence‐based management algorithm is provided. Conclusion: This ICAR‐RS‐2021 executive summary provides a compilation of the evidence‐based recommendations for medical and surgical treatment of the most common forms of RS
Accuracy versus precision in boosted top tagging with the ATLAS detector
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- Fallavollita F
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- Farrington SM
- Fassi F
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- Fayard L
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- Fedin OL
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- Filho LEB
- Filipčič A
- Filmer EK
- Filthaut F
- Fiolhais MCN
- Fiorini L
- Fisher WC
- Fitschen T
- Fitzhugh PM
- Fleck I
- Fleischmann P
- Flick T
- Flores CAA
- Flores M
- Follega FM
- Fomin N
- Foo JH
- Formica A
- Forti AC
- Fortin E
- Fortman AW
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- Gaudio G
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- Geyik ME
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- Zhemchugov A
- Zheng J
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- Zimine NI
- Zinsser J
- Ziolkowski M
- Zoccoli A
- Zoch K
- Zorbas TG
- Zormpa O
- Zou W
- Zwalinski L
- Åkesson TPA
- Öncel ÖO
- Ženiš T
- Živković L
- Publication venue
- IOP Publishing
- Publication date
- 01/08/2024
- Field of study
Abstract
The identification of top quark decays where the top quark has a large momentum transverse to the beam axis, known as top tagging, is a crucial component in many measurements of Standard Model processes and searches for beyond the Standard Model physics at the Large Hadron Collider.
Machine learning techniques have improved the performance of top tagging algorithms, but the size of the systematic uncertainties for all proposed algorithms has not been systematically studied.
This paper presents the performance of several machine learning based top tagging algorithms on a dataset constructed from simulated proton-proton collision events measured with the ATLAS detector at √
s
= 13 TeV.
The systematic uncertainties associated with these algorithms are estimated through an approximate procedure that is not meant to be used in a physics analysis, but is appropriate for the level of precision required for this study.
The most performant algorithms are found to have the largest uncertainties, motivating the development of methods to reduce these uncertainties without compromising performance.
To enable such efforts in the wider scientific community, the datasets used in this paper are made publicly available.</jats:p
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