Deep learning for symbols detection and classification in engineering drawings.

Elyan, Eyad; Jamieson, Laura; Ali-Gombe, Adamu

doi:10.1016/j.neunet.2020.05.025

Trends in gabapentinoid prescribing, co-prescribing of opioids and benzodiazepines, and associated deaths in Scotland. (2020)
Journal Article
TORRANCE, N., VELUCHAMY, A., ZHOU, Y., FLETCHER, E., MOIR, E., HEBERT, H., DONNAN, P., WATSON, J., COLVIN, L. and SMITH, B. 2020. Trends in gabapentinoid prescribing, co-prescribing of opioids and benzodiazepines, and associated deaths in Scotland. British journal of anaesthesia [online], 125(2), pages 159-167. Available from: https://doi.org/10.1016/j.bja.2020.05.017

Background: Gabapentinoid drugs (gabapentin and pregabalin) are effective in neuropathic pain, which has a prevalence of ~7%. Concerns about increased prescribing have implications for patient safety, misuse, and diversion. Drug-related deaths (DRDs)... Read More about Trends in gabapentinoid prescribing, co-prescribing of opioids and benzodiazepines, and associated deaths in Scotland..

The prevalence of fibromyalgia in axial spondyloarthritis. (2020)
Journal Article
JONES, G.T., MALLAWAARACHCHI, B., SHIM, J., LOCK, J. and MACFARLANE, G.J. 2020. The prevalance of fibromyalgia in axial spondyloarthritis. Rheumatology international [online], 40(10), pages 1581-1591. Available from: https://doi.org/10.1007/s00296-020-04621-5

Comorbid fibromyalgia, in axial spondyloarthritis (axSpA) has been shown to influence disease activity and function, and quality of life. Although several papers exist, there is no comprehensive and robust systematic review to determine the prevalenc... Read More about The prevalence of fibromyalgia in axial spondyloarthritis..

Built heritage modelling and visualisation: the potential to engage with issues of heritage value and wider participation. (2020)
Journal Article
LAING, R. 2020. Built heritage modelling and visualisation: the potential to engage with issues of heritage value and wider participation. Developments in the built environment [online], 4, article ID 100017. Available from: https://doi.org/10.1016/j.dibe.2020.100017

Modelling and visualisation of the built heritage is an area where the use of digital tools and techniques have become pervasive. This extends across all stages and aspects of heritage projects, and has come to include the culture of data pertaining... Read More about Built heritage modelling and visualisation: the potential to engage with issues of heritage value and wider participation..

Prescribers’ perceptions of benefits and limitations of direct acting oral anticoagulants in non-valvular atrial fibrillation. (2020)
Journal Article
GENERALOVA, D., CUNNINGHAM, S., LESLIE, S.J., RUSHWORTH, G.F., MCIVER, L. and STEWART, D. 2020. Prescribers' perceptions of benefits and limitations of direct acting oral anticoagulants in non-valvular atrial fibrillation. Pharmacy practice [online], 18(2), article ID 1936. Available from: https://doi.org/10.18549/PharmPract.2020.2.1936

There is an acknowledged lack of robust and rigorous research focusing on the perspectives of those prescribing direct acting oral anticoagulants (DOACs) for non-valvular atrial fibrillation (AF). The objective was to describe prescribers’ experience... Read More about Prescribers’ perceptions of benefits and limitations of direct acting oral anticoagulants in non-valvular atrial fibrillation..

Unilateral permission and prescriptive acquisition: a Scottish perspective. (2020)
Journal Article
ANDERSON, C. 2020. Unilateral permission and prescriptive acquisition: a Scottish perspective. Legal studies [online], 40(3), pages 477-493. Available from: https://doi.org/10.1017/lst.2020.3

It is common for a legal system to allow a person, in certain circumstances, to gain ownership of land by possessing it for a period of time. This is certainly true of both Scotland and England, although what is precisely required for possession to b... Read More about Unilateral permission and prescriptive acquisition: a Scottish perspective..

Outcomes and treatment responses, including work productivity, among people with axial spondyloarthritis living in urban and rural areas: a mixed-methods study within a national register. (2020)
Journal Article
HOLLICK, R.J., STELFOX, K., DEAN, L.E., SHIM, J., WALKER-BONE, K. and MACFARLANE, G.J. 2020. Outcomes and treatment responses, including work productivity, among people with axial spondyloarthritis living in urban and rural areas: a mixed-methods study within a national register. Annals of the rheumatic diseases [online], 79(8), pages 1055-1062. Available from: https://doi.org/10.1136/annrheumdis-2020-216988

Objective: To examine differences in clinical and patient-reported outcomes, including work, in individuals with axial spondyloarthritis (axSpA) living in rural and urban settings. Methods: Using a sequential, explanatory mixed-method design, data fr... Read More about Outcomes and treatment responses, including work productivity, among people with axial spondyloarthritis living in urban and rural areas: a mixed-methods study within a national register..

Programming heterogeneous parallel machines using refactoring and Monte–Carlo tree search. (2020)
Journal Article
BROWN, C. JANJIC, V., GOLI, M. and MCCALL, J. 2020. Programming heterogeneous parallel machines using refactoring and Monte–Carlo tree search. International journal of parallel programming [online], 48(4): high level parallel programming, pages 583-602. Available from: https://doi.org/10.1007/s10766-020-00665-z

This paper presents a new technique for introducing and tuning parallelism for heterogeneous shared-memory systems (comprising a mixture of CPUs and GPUs), using a combination of algorithmic skeletons (such as farms and pipelines), Monte–Carlo tree s... Read More about Programming heterogeneous parallel machines using refactoring and Monte–Carlo tree search..

Ethanolic stem bark extract of terminalia ivorensis A. Chev. protects against potassium dichromate–induced nephrotoxicity in rats. (2020)
Journal Article
MOOMIN, A., MENSAH, K.B., FORKUO, A.D., ADU-GYAMFI, P.K.T. and ANSAH, C. 2020. Ethanolic stem bark extract of terminalia ivorensis A. Chev. protects against potassium dichromate-induced nephrotoxicity in rats. Scientific African [online], 8, article number e00410. Available from: https://doi.org/10.1016/j.sciaf.2020.e00410

The plant Terminalia ivorensis is used in traditional medicine as a diuretic and in the management of renal failure. We reported previously that the ethanol stem bark extract of the plant protects against gentamicin-induced renal and hepatic damage i... Read More about Ethanolic stem bark extract of terminalia ivorensis A. Chev. protects against potassium dichromate–induced nephrotoxicity in rats..

A theoretically based cross-sectional survey on the behaviors and experiences of clinical pharmacists caring for patients with chronic kidney disease. (2020)
Journal Article
ALRAIISI, F., STEWART, D., ASHLEY, C., FAHMY, M., ALNAAMANI, H. and CUNNINGHAM, S. 2021. A theoretically based cross-sectional survey on the behaviors and experiences of clinical pharmacists caring for patients with chronic kidney disease. Research in social and administrative pharmacy [online], 17(3), pages 560-571. Available from: https://doi.org/10.1016/j.sapharm.2020.05.005

The literature shows a lack of evidence on pharmacists contributing to chronic kidney disease services. The aim was to determine pharmacists’ behaviors and experiences and perceptions of barriers and facilitators to implementation of models of care.... Read More about A theoretically based cross-sectional survey on the behaviors and experiences of clinical pharmacists caring for patients with chronic kidney disease..

Life cycle assessment of a rotationally asymmetrical compound parabolic concentrator (RACPC). (2020)
Journal Article
ZAWADZKI, P., MUHAMMAD-SUKKI, F., ABU-BAKAR, S.H., BANI, N.A., MAS'UD, A.A., ARDILA-REY, J.A. and MUNIR, A.B. 2020. Life cycle assessment of a rotationally asymmetrical compound parabolic concentrator (RACPC). Sustainability [online], 12(11), article ID 4750. Available from: https://doi.org/10.3390/su12114750

Integrating a concentrator into the building integrated photovoltaic (BIPV) design has resulted in a new technology known as the building integrated concentrating photovoltaic (BICPV). The rotationally asymmetrical compound parabolic concentrator (RA... Read More about Life cycle assessment of a rotationally asymmetrical compound parabolic concentrator (RACPC)..

Gender influences bacterial contamination of reusable cleanroom operators’ garments following wear. (2020)
Journal Article
SMITH, L.M., O'DRISCOLL, N.H. and LAMB, A.J. 2020. Gender influences bacterial contamination of reusable cleanroom operators’ garments following wear. European journal of parenteral and pharmaceutical sciences [online], 25(2), article 2. Available from: https://doi.org/10.37521/ejpps25202

Background: Operators are the primary source of cleanroom contamination, with the majority of their detritus identified as skin squames and their associated microorganisms. To reduce contamination, operatives are required to wear a specific arrangeme... Read More about Gender influences bacterial contamination of reusable cleanroom operators’ garments following wear..

(Fluoro)quinolones and quinolone resistance genes in the aquatic environment: a river catchment perspective. (2020)
Journal Article
CASTRIGNANÒ, E., KANNAN, A.M., PROCTOR, K., PETRIE, B., HODGEN, S., FEIL, E.J., LEWIS, S.E., LOPARDO, L., CAMACHO-MUÑOZ, D., RICE, J., CARTWRIGHT, N., BARDEN, R. and KASPRZYK-HORDERN, B. 2020. (Fluoro)quinolones and quinolone resistance genes in the aquatic environment: a river catchment perspective. Water research [online], 182, article ID 116015. Available from: https://doi.org/10.1016/j.watres.2020.116015

This study provides an insight into the prevalence of (fluoro)quinolones (FQs) and their specific quinolone qnrS resistance gene in the Avon river catchment area receiving treated wastewater from 5 wastewater treatment plants (WWTPs), serving 1.5 mil... Read More about (Fluoro)quinolones and quinolone resistance genes in the aquatic environment: a river catchment perspective..

Adipocytokines and their relationship to endometrial cancer risk: a systematic review and meta-analysis. (2020)
Journal Article
ELLIS, P.E., BARRON, G.A., and BERMANO, G. 2020. Adipocytokines and their relationship to endometrial cancer risk: a systematic review and meta-analysis. Gynecologic oncology [online], 158(2), pages 507-516. Available from: https://doi.org/10.1016/j.ygyno.2020.05.033

Objective:- To investigate the association between circulating levels of adipocytokines (adiponectin, leptin, tumour necrosis factor alpha (TNFα), interleukin 6 (IL-6)) and growth factors (insulin-like growth factor I (IGF-I) and II (IGF-II)), and th... Read More about Adipocytokines and their relationship to endometrial cancer risk: a systematic review and meta-analysis..

The mental health and wellbeing of EU citizens in the UK: a systematic review of the qualitative literature. (2020)
Journal Article
TEODDOROWSKI, P., WOODS, R. and KENNEDY, C. 2020. The mental health and wellbeing of EU citizens in the UK: a systematic review of qualitative literature. Border crossing [online], 10(1), pages 43-60. Available from: https://doi.org/10.33182/bc.v10i1.976

Moving to a new country impacts on migrants’ mental health and well-being. There are over 3.6 million European Union citizens living in the United Kingdom. We conducted a systematic review of the qualitative literature to explore what is known a... Read More about The mental health and wellbeing of EU citizens in the UK: a systematic review of the qualitative literature..

Insulating MgO–Al2O3–LDPE nanocomposites for offshore medium-voltage DC cables. (2020)
Journal Article
GUPTA, R., SMITH, L., NJUGUNA, J., DEIGHTON, A. and PANCHOLI, K. 2020. Insulating MgO–Al2O3–LDPE nanocomposites for offshore medium-voltage DC cables. ACS applied electronic materials [online], 2(7), pages 1880-1891. Available from: https://doi.org/10.1021/acsaelm.0c00052

A polymer–metal oxide nanocomposite is a key in developing a high-temperature insulation material for power electronics and high-voltage direct current (HVDC) and medium-voltage direct current (MVDC) subsea cables having the capability of transmittin... Read More about Insulating MgO–Al2O3–LDPE nanocomposites for offshore medium-voltage DC cables..

Effect of fracture roughness on the hydrodynamics of proppant transport in hydraulic fractures. (2020)
Journal Article
SURI, Y. ISLAM, S.Z. and HOSSAIN, M. 2020. Effect of fracture roughness on the hydrodynamics of proppant transport in hydraulic fractures. Journal of natural gas science and engineering [online], 80, article ID 103401. Available from: https://doi.org/10.1016/j.jngse.2020.103401

The effect of fracture roughness is investigated on proppant transport in hydraulic fractures using Joint Roughness Coefficient and a three-dimensional multiphase modelling approach. The equations governing the proppant transport physics in the fract... Read More about Effect of fracture roughness on the hydrodynamics of proppant transport in hydraulic fractures..

Self-reported clinical pharmacy service provision in Austria: an analysis of both the community and hospital pharmacy sector: a national study. (2020)
Journal Article
DEIBL, S., MUELLER, D., KIRCHDORFER, K., STEMER, G., HOPPEL, M. and WEIDMANN, A.E. 2020. Self-reported clinical pharmacy service provision in Austria: an analysis of both the community and hospital pharmacy sector: a national study. International journal of clinical pharmacy [online], 42(4), pages 1050-1060. Available from: https://doi.org/10.1007/s11096-020-01066-5

Background: With expansion of more advanced clinical roles for pharmacists we need to be mindful that the extent to which clinical pharmacy services (CPS) are implemented varies from one country to another. To date no comprehensive assessment of numb... Read More about Self-reported clinical pharmacy service provision in Austria: an analysis of both the community and hospital pharmacy sector: a national study..

Influence of appendicular skeletal muscle mass on resting metabolic equivalents in patients with cardiovascular disease: implications for exercise training and prescription. (2020)
Journal Article
NICHOLS, S., O'DOHERTY, A., CARROLL, S. and INGLE, L. 2020. Influence of appendicular skeletal muscle mass on resting metabolic equivalents in patients with cardiovascular disease: implications for exercise training and prescription. European journal of preventive cardiology [online], 27(9), pages 1001-1003. Available from: https://doi.org/10.1177/2047487319856432

The metabolic equivalent (MET) is a widely used physiological concept for quantifying levels of habitual physical activity and cardiorespiratory fitness (CRF). The MET conveys the oxygen consumption requirements of physical activities as multiples of... Read More about Influence of appendicular skeletal muscle mass on resting metabolic equivalents in patients with cardiovascular disease: implications for exercise training and prescription..

Views and experiences of decision‐makers on organisational safety culture and medication errors. (2020)
Journal Article
STEWART, D., MACLURE, K., PALLIVALAPILA, A., DIJKSTRA, A., WILBUR, K., WILBY, K., AWAISU, A., MCLAY, J.S., THOMAS, B., RYAN, C., EL KASSEM, W., SINGH, R. and AL HAIL, M.S.H. 2020. Views and experiences of decision-makers on organisational safety culture and medication errors. International journal of clinical practice [online], 74(9), article ID e13560. Available from: https://doi.org/10.1111/ijcp.13560

Background: In 2017, the World Health Organization published 'Medication Without Harm, WHO Global Patient Safety Challenge,' to reduce patient harm caused by unsafe medication use practices. While the five objectives emphasise the need to create a fr... Read More about Views and experiences of decision‐makers on organisational safety culture and medication errors..

Deep learning for symbols detection and classification in engineering drawings. (2020)
Journal Article
ELYAN, E., JAMIESON, L. and ALI-GOMBE, A. 2020. Deep learning for symbols detection and classification in engineering drawings. Neural networks [online], 129, pages 91-102. Available from: https://doi.org/10.1016/j.neunet.2020.05.025

Engineering drawings are commonly used in different industries such as Oil and Gas, construction, and other types of engineering. Digitising these drawings is becoming increasingly important. This is mainly due to the need to improve business practic... Read More about Deep learning for symbols detection and classification in engineering drawings..

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