{"id":"https://openalex.org/W3003721337","doi":"https://doi.org/10.1007/978-3-030-39431-8_8","title":"Height Prediction for Growth Hormone Deficiency Treatment Planning Using Deep Learning","display_name":"Height Prediction for Growth Hormone Deficiency Treatment Planning Using Deep Learning","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3003721337","doi":"https://doi.org/10.1007/978-3-030-39431-8_8","mag":"3003721337"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-39431-8_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-39431-8_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025328314","display_name":"Muhammad Ilyas","orcid":"https://orcid.org/0000-0003-0308-4361"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Muhammad Ilyas","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100754273","display_name":"Jawad Ahmad","orcid":"https://orcid.org/0000-0001-6289-8248"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jawad Ahmad","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005497646","display_name":"Alistair Lawson","orcid":"https://orcid.org/0000-0001-5460-2101"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alistair Lawson","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018703130","display_name":"Jan Sher Khan","orcid":"https://orcid.org/0000-0003-2580-5641"},"institutions":[{"id":"https://openalex.org/I59738393","display_name":"Gaziantep University","ror":"https://ror.org/020vvc407","country_code":"TR","type":"education","lineage":["https://openalex.org/I59738393"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Jan Sher Khan","raw_affiliation_strings":["University of Gaziantep, Gaziantep, Turkey"],"affiliations":[{"raw_affiliation_string":"University of Gaziantep, Gaziantep, Turkey","institution_ids":["https://openalex.org/I59738393"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019898978","display_name":"Ahsen Tahir","orcid":"https://orcid.org/0000-0001-8247-9390"},"institutions":[{"id":"https://openalex.org/I142732210","display_name":"University of Engineering and Technology Lahore","ror":"https://ror.org/0051w2v06","country_code":"PK","type":"education","lineage":["https://openalex.org/I142732210"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ahsen Tahir","raw_affiliation_strings":["University of Engineering and Technology, Lahore, Pakistan"],"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology, Lahore, Pakistan","institution_ids":["https://openalex.org/I142732210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082626629","display_name":"Ahsan Adeel","orcid":"https://orcid.org/0000-0001-9153-6756"},"institutions":[{"id":"https://openalex.org/I119664326","display_name":"University of Wolverhampton","ror":"https://ror.org/01k2y1055","country_code":"GB","type":"education","lineage":["https://openalex.org/I119664326"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ahsan Adeel","raw_affiliation_strings":["University of Wolverhampton, Wolverhampton, UK"],"affiliations":[{"raw_affiliation_string":"University of Wolverhampton, Wolverhampton, UK","institution_ids":["https://openalex.org/I119664326"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083724607","display_name":"Hadi Larijani","orcid":"https://orcid.org/0000-0002-6826-207X"},"institutions":[{"id":"https://openalex.org/I195939026","display_name":"Glasgow Caledonian University","ror":"https://ror.org/03dvm1235","country_code":"GB","type":"education","lineage":["https://openalex.org/I195939026"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hadi Larijani","raw_affiliation_strings":["Glasgow Caledonian University, Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"Glasgow Caledonian University, Glasgow, UK","institution_ids":["https://openalex.org/I195939026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016105339","display_name":"Abdelfateh Kerrouche","orcid":"https://orcid.org/0000-0002-8493-8738"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Abdelfateh Kerrouche","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112502948","display_name":"M. Guftar Shaikh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112303","display_name":"Royal Hospital for Sick Children","ror":"https://ror.org/01w7h4t60","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1324252669","https://openalex.org/I4210112303"]},{"id":"https://openalex.org/I2800398797","display_name":"Royal Hospital for Children","ror":"https://ror.org/01cb0kd74","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2800201399","https://openalex.org/I2800398797"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M. Guftar Shaikh","raw_affiliation_strings":["Royal Hospital for Sick Children (RHSC), Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Royal Hospital for Sick Children (RHSC), Edinburgh, UK","institution_ids":["https://openalex.org/I4210112303","https://openalex.org/I2800398797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068020099","display_name":"William J. Buchanan","orcid":"https://orcid.org/0000-0003-0809-3523"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"William Buchanan","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062211930","display_name":"Amir Hussain","orcid":"https://orcid.org/0000-0002-8080-082X"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amir Hussain","raw_affiliation_strings":["Edinburgh Napier University, Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"Edinburgh Napier University, Edinburgh, UK","institution_ids":["https://openalex.org/I251738"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5025328314"],"corresponding_institution_ids":["https://openalex.org/I251738"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.0454,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87729039,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"76","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10748","display_name":"Growth Hormone and Insulin-like Growth Factors","score":0.8729000091552734,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10748","display_name":"Growth Hormone and Insulin-like Growth Factors","score":0.8729000091552734,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.838100016117096,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.8183000087738037,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.7969603538513184},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5876253843307495},{"id":"https://openalex.org/keywords/mean-absolute-percentage-error","display_name":"Mean absolute percentage error","score":0.5555294156074524},{"id":"https://openalex.org/keywords/growth-hormone-deficiency","display_name":"Growth hormone deficiency","score":0.5246579647064209},{"id":"https://openalex.org/keywords/bone-age","display_name":"Bone age","score":0.516983151435852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49516239762306213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4866688847541809},{"id":"https://openalex.org/keywords/mean-absolute-error","display_name":"Mean absolute error","score":0.4783444106578827},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47194355726242065},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45513996481895447},{"id":"https://openalex.org/keywords/mean-squared-prediction-error","display_name":"Mean squared prediction error","score":0.4347001016139984},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35934263467788696},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34385430812835693},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.33107709884643555},{"id":"https://openalex.org/keywords/growth-hormone","display_name":"Growth hormone","score":0.32595330476760864},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.31357720494270325},{"id":"https://openalex.org/keywords/hormone","display_name":"Hormone","score":0.15183883905410767},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.13512662053108215}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7969603538513184},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5876253843307495},{"id":"https://openalex.org/C150217764","wikidata":"https://www.wikidata.org/wiki/Q6803607","display_name":"Mean absolute percentage error","level":3,"score":0.5555294156074524},{"id":"https://openalex.org/C2779952775","wikidata":"https://www.wikidata.org/wiki/Q369262","display_name":"Growth hormone deficiency","level":4,"score":0.5246579647064209},{"id":"https://openalex.org/C89551170","wikidata":"https://www.wikidata.org/wiki/Q1777274","display_name":"Bone age","level":2,"score":0.516983151435852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49516239762306213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4866688847541809},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.4783444106578827},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47194355726242065},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45513996481895447},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.4347001016139984},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35934263467788696},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34385430812835693},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33107709884643555},{"id":"https://openalex.org/C2984496839","wikidata":"https://www.wikidata.org/wiki/Q29956617","display_name":"Growth hormone","level":3,"score":0.32595330476760864},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31357720494270325},{"id":"https://openalex.org/C71315377","wikidata":"https://www.wikidata.org/wiki/Q11364","display_name":"Hormone","level":2,"score":0.15183883905410767},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.13512662053108215}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-39431-8_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-39431-8_8","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:researchonline.gcu.ac.uk:openaire_cris_publications/7f77b952-7e03-4ecf-8c55-fd47af05672f","is_oa":false,"landing_page_url":"https://researchonline.gcu.ac.uk/en/publications/7f77b952-7e03-4ecf-8c55-fd47af05672f","pdf_url":null,"source":{"id":"https://openalex.org/S7407055385","display_name":"ResearchOnline","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Ilyas, M, Ahmad, J, Lawson, A, Khan, J S, Tahir, A, Adeel, A, Larijani, H, Kerrouche, A, Shaikh, M G, Buchanan, W & Hussain, A 2020, Height prediction for growth hormone deficiency treatment planning using deep learning. in J Ren, A Hussain, H Zhao, J Cai, R Chen, Y Xiao, K Huang & J Zheng (eds), Advances in Brain Inspired Cognitive Systems - 10th International Conference, BICS 2019, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 11691 LNAI, Springer Nature, pp. 76-85, 10th International Conference on Brain Inspired Cognitive Systems, Guangzhou, China, 13/07/19. https://doi.org/10.1007/978-3-030-39431-8_8","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:napier-surface.worktribe.com:2654540","is_oa":false,"landing_page_url":"http://researchrepository.napier.ac.uk/Output/2654540","pdf_url":null,"source":{"id":"https://openalex.org/S4306400544","display_name":"Research Output (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1825077972","https://openalex.org/W1968132739","https://openalex.org/W2118023920","https://openalex.org/W2125055259","https://openalex.org/W2140190241","https://openalex.org/W2150341604","https://openalex.org/W2152593845","https://openalex.org/W2163534820","https://openalex.org/W2177933918","https://openalex.org/W2203181143","https://openalex.org/W2617053505","https://openalex.org/W2773738057","https://openalex.org/W2787272945","https://openalex.org/W2803590506","https://openalex.org/W2886099373","https://openalex.org/W2899967161","https://openalex.org/W2933912020","https://openalex.org/W3023430131","https://openalex.org/W4205947740"],"related_works":["https://openalex.org/W3178576217","https://openalex.org/W4316658904","https://openalex.org/W1998681038","https://openalex.org/W3121369812","https://openalex.org/W2933969434","https://openalex.org/W4304606463","https://openalex.org/W2136152605","https://openalex.org/W4291801331","https://openalex.org/W2029977268","https://openalex.org/W2625413331"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
