{"id":"https://openalex.org/W4404933044","doi":"https://doi.org/10.1186/s13040-024-00399-5","title":"Predictive modeling of ALS progression: an XGBoost approach using clinical features","display_name":"Predictive modeling of ALS progression: an XGBoost approach using clinical features","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4404933044","doi":"https://doi.org/10.1186/s13040-024-00399-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/39623504"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-024-00399-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00399-5","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00399-5","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00399-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000952570","display_name":"Richa Gupta","orcid":"https://orcid.org/0000-0003-1736-0910"},"institutions":[{"id":"https://openalex.org/I19716509","display_name":"Jamia Hamdard","ror":"https://ror.org/03dwxvb85","country_code":"IN","type":"education","lineage":["https://openalex.org/I19716509"]},{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["IN","SA"],"is_corresponding":true,"raw_author_name":"Richa Gupta","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India. richagupta@jamiahamdard.ac.in","Department of Computer Science, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India. richagupta@jamiahamdard.ac.in","institution_ids":["https://openalex.org/I19716509"]},{"raw_affiliation_string":"Department of Computer Science, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mansi Bhandari","orcid":null},"institutions":[{"id":"https://openalex.org/I19716509","display_name":"Jamia Hamdard","ror":"https://ror.org/03dwxvb85","country_code":"IN","type":"education","lineage":["https://openalex.org/I19716509"]},{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["IN","SA"],"is_corresponding":false,"raw_author_name":"Mansi Bhandari","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India","Department of Computer Science, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India","institution_ids":["https://openalex.org/I19716509"]},{"raw_affiliation_string":"Department of Computer Science, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Anhad Grover","orcid":null},"institutions":[{"id":"https://openalex.org/I19716509","display_name":"Jamia Hamdard","ror":"https://ror.org/03dwxvb85","country_code":"IN","type":"education","lineage":["https://openalex.org/I19716509"]},{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["IN","SA"],"is_corresponding":false,"raw_author_name":"Anhad Grover","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India","Department of Computer Science, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Engineering Sciences and Technology, Jamia Hamdard, Delhi, India","institution_ids":["https://openalex.org/I19716509"]},{"raw_affiliation_string":"Department of Computer Science, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069238097","display_name":"Taher Al\u2010Shehari","orcid":"https://orcid.org/0000-0002-9783-919X"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Taher Al-shehari","raw_affiliation_strings":["Computer Skills, Department of Self-Development Skill, Common First Year Deanship, King Saud University, Riyadhi, 11362, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Skills, Department of Self-Development Skill, Common First Year Deanship, King Saud University, Riyadhi, 11362, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094057038","display_name":"Mohammed Kadrie","orcid":null},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Kadrie","raw_affiliation_strings":["Computer Skills, Department of Self-Development Skill, Common First Year Deanship, King Saud University, Riyadhi, 11362, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Skills, Department of Self-Development Skill, Common First Year Deanship, King Saud University, Riyadhi, 11362, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022154403","display_name":"Taha Alfakih","orcid":"https://orcid.org/0000-0003-0366-5932"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Taha Alfakih","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, King Saud University, Riyadh, 11543, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, King Saud University, Riyadh, 11543, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089641116","display_name":"Hussain AlSalman","orcid":"https://orcid.org/0000-0001-8172-4964"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hussain Alsalman","raw_affiliation_strings":["Department of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh, 11543, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh, 11543, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5000952570"],"corresponding_institution_ids":["https://openalex.org/I19716509","https://openalex.org/I28022161"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.4502,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90094093,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"54","last_page":"54"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10855","display_name":"Amyotrophic Lateral Sclerosis Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10855","display_name":"Amyotrophic Lateral Sclerosis Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T12400","display_name":"Neurogenetic and Muscular Disorders Research","score":0.9294000267982483,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/amyotrophic-lateral-sclerosis","display_name":"Amyotrophic lateral sclerosis","score":0.6082559823989868},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.540115475654602},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5126237273216248},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4942012131214142},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.48901233077049255},{"id":"https://openalex.org/keywords/rating-scale","display_name":"Rating scale","score":0.46128836274147034},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.45445892214775085},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42133116722106934},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41807660460472107},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.33926451206207275},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3018351197242737},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.28644734621047974},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2819719910621643},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.16642746329307556},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12832090258598328},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.07746243476867676}],"concepts":[{"id":"https://openalex.org/C2780596555","wikidata":"https://www.wikidata.org/wiki/Q206901","display_name":"Amyotrophic lateral sclerosis","level":3,"score":0.6082559823989868},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.540115475654602},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5126237273216248},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4942012131214142},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.48901233077049255},{"id":"https://openalex.org/C83849319","wikidata":"https://www.wikidata.org/wiki/Q7295720","display_name":"Rating scale","level":2,"score":0.46128836274147034},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.45445892214775085},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42133116722106934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41807660460472107},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.33926451206207275},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3018351197242737},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.28644734621047974},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2819719910621643},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.16642746329307556},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12832090258598328},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.07746243476867676},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s13040-024-00399-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00399-5","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00399-5","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:39623504","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39623504","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData mining","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11610297","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11610297","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11610297/pdf/13040_2024_Article_399.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Min","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:d8c2674708d54ff4a0aed70e2781d6eb","is_oa":true,"landing_page_url":"https://doaj.org/article/d8c2674708d54ff4a0aed70e2781d6eb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Mining, Vol 17, Iss 1, Pp 1-11 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13040-024-00399-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00399-5","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00399-5","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G127140080","display_name":null,"funder_award_id":"RSP2024R244","funder_id":"https://openalex.org/F4320321145","funder_display_name":"King Saud University"}],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404933044.pdf","grobid_xml":"https://content.openalex.org/works/W4404933044.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2082602037","https://openalex.org/W2513203369","https://openalex.org/W2625127693","https://openalex.org/W2744204657","https://openalex.org/W2779098201","https://openalex.org/W2791472194","https://openalex.org/W2794654744","https://openalex.org/W2940010972","https://openalex.org/W3119933590","https://openalex.org/W3124411764","https://openalex.org/W3127420280","https://openalex.org/W3179844321","https://openalex.org/W4211041240","https://openalex.org/W4221077485","https://openalex.org/W4225689915","https://openalex.org/W4291142588","https://openalex.org/W4295135156","https://openalex.org/W4311821730","https://openalex.org/W4389356969"],"related_works":["https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W1969346022","https://openalex.org/W2034959125","https://openalex.org/W2355687852"],"abstract_inverted_index":{"This":[0],"research":[1],"presents":[2],"a":[3,22,54,63,85],"predictive":[4],"model":[5,42,80],"aimed":[6],"at":[7],"estimating":[8],"the":[9,47],"progression":[10,93],"of":[11,24,31,60,66,71],"Amyotrophic":[12],"Lateral":[13],"Sclerosis":[14],"(ALS)":[15],"based":[16],"on":[17,46],"clinical":[18],"features":[19,28],"collected":[20],"from":[21],"dataset":[23],"50":[25],"patients.":[26],"Important":[27],"included":[29],"evaluations":[30],"speech,":[32],"mobility,":[33],"and":[34,62,75,94,98],"respiratory":[35],"function.":[36],"We":[37],"utilized":[38],"an":[39],"XGBoost":[40],"regression":[41],"to":[43,90],"forecast":[44],"scores":[45],"ALS":[48],"Functional":[49],"Rating":[50],"Scale":[51],"(ALSFRS-R),":[52],"achieving":[53],"training":[55,74],"mean":[56],"squared":[57],"error":[58],"(MSE)":[59],"0.1651":[61],"testing":[64],"MSE":[65],"0.0073,":[67],"with":[68],"R\u00b2":[69],"values":[70],"0.9800":[72],"for":[73,77,88],"0.9993":[76],"testing.":[78],"The":[79],"demonstrates":[81],"high":[82],"accuracy,":[83],"providing":[84],"useful":[86],"tool":[87],"clinicians":[89],"track":[91],"disease":[92],"enhance":[95],"patient":[96],"management":[97],"treatment":[99],"strategies.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-04-26T08:31:28.666265","created_date":"2025-10-10T00:00:00"}
