{"id":"https://openalex.org/W4403852423","doi":"https://doi.org/10.1186/s12911-024-02719-5","title":"Predicting clinical events characterizing the progression of amyotrophic lateral sclerosis via machine learning approaches using routine visits data: a feasibility study","display_name":"Predicting clinical events characterizing the progression of amyotrophic lateral sclerosis via machine learning approaches using routine visits data: a feasibility study","publication_year":2024,"publication_date":"2024-10-29","ids":{"openalex":"https://openalex.org/W4403852423","doi":"https://doi.org/10.1186/s12911-024-02719-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/39472842"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-024-02719-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02719-5","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12911-024-02719-5.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s12911-024-02719-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061667028","display_name":"Alessandro Guazzo","orcid":"https://orcid.org/0000-0001-5155-2567"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Guazzo","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044794135","display_name":"M. Atzeni","orcid":"https://orcid.org/0000-0002-3208-3336"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Atzeni","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069380145","display_name":"Elena Idi","orcid":null},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Elena Idi","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047587986","display_name":"Isotta Trescato","orcid":"https://orcid.org/0000-0003-0625-993X"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Isotta Trescato","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039343044","display_name":"Erica Tavazzi","orcid":"https://orcid.org/0000-0001-6188-6413"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Erica Tavazzi","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013911767","display_name":"Enrico Longato","orcid":"https://orcid.org/0000-0001-5940-645X"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Longato","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052801313","display_name":"Umberto Manera","orcid":"https://orcid.org/0000-0002-9995-8133"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Umberto Manera","raw_affiliation_strings":["Department of Neurosciences Rita Levi Montalcini, University of Turin, Turin, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosciences Rita Levi Montalcini, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090628289","display_name":"Adriano Chi\u00f2","orcid":"https://orcid.org/0000-0001-9579-5341"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Adriano Chi\u00f3","raw_affiliation_strings":["Department of Neurosciences Rita Levi Montalcini, University of Turin, Turin, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurosciences Rita Levi Montalcini, University of Turin, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050965055","display_name":"Marta Gromicho","orcid":"https://orcid.org/0000-0003-2111-4579"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Marta Gromicho","raw_affiliation_strings":["Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079767217","display_name":"In\u00eas Alves","orcid":"https://orcid.org/0000-0002-7146-414X"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"In\u00eas Alves","raw_affiliation_strings":["Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040831166","display_name":"Mamede de Carvalho","orcid":"https://orcid.org/0000-0001-7556-0158"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Mamede de Carvalho","raw_affiliation_strings":["Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculdade de Medicina, IMM J. L. Antunes, Universidade de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024366949","display_name":"Martina Vettoretti","orcid":"https://orcid.org/0000-0002-5020-1818"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Martina Vettoretti","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077821068","display_name":"Barbara Di Camillo","orcid":"https://orcid.org/0000-0001-8415-4688"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Barbara Di\u00a0Camillo","raw_affiliation_strings":["Department of Comparative Biomedicine and Food Science, University of Padova, Padua, Italy. barbara.dicamillo@unipd.it","Department of Information Engineering, University of Padova, Padua, Italy. barbara.dicamillo@unipd.it"],"raw_orcid":"https://orcid.org/0000-0001-8415-4688","affiliations":[{"raw_affiliation_string":"Department of Comparative Biomedicine and Food Science, University of Padova, Padua, Italy. barbara.dicamillo@unipd.it","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy. barbara.dicamillo@unipd.it","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5077821068"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.8131,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86102244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"24","issue":"S4","first_page":"318","last_page":"318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10855","display_name":"Amyotrophic Lateral Sclerosis Research","score":0.9661999940872192,"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":0.9661999940872192,"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/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.0044999998062849045,"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/T11518","display_name":"Cervical and Thoracic Myelopathy","score":0.004000000189989805,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/interpretability","display_name":"Interpretability","score":0.7959108948707581},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6933208703994751},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6571784019470215},{"id":"https://openalex.org/keywords/amyotrophic-lateral-sclerosis","display_name":"Amyotrophic lateral sclerosis","score":0.6069485545158386},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4962976574897766},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.49160629510879517},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.46531060338020325},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3964838683605194},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39513760805130005},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.3196307420730591},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10254964232444763}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7959108948707581},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6933208703994751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6571784019470215},{"id":"https://openalex.org/C2780596555","wikidata":"https://www.wikidata.org/wiki/Q206901","display_name":"Amyotrophic lateral sclerosis","level":3,"score":0.6069485545158386},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4962976574897766},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.49160629510879517},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.46531060338020325},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3964838683605194},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39513760805130005},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.3196307420730591},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10254964232444763}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000690","descriptor_name":"Amyotrophic Lateral Sclerosis","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000690","descriptor_name":"Amyotrophic Lateral Sclerosis","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000690","descriptor_name":"Amyotrophic Lateral Sclerosis","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D000690","descriptor_name":"Amyotrophic Lateral Sclerosis","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D063087","descriptor_name":"Noninvasive Ventilation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D063087","descriptor_name":"Noninvasive Ventilation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D063087","descriptor_name":"Noninvasive Ventilation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D063087","descriptor_name":"Noninvasive Ventilation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/s12911-024-02719-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02719-5","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12911-024-02719-5.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:39472842","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39472842","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:repositorio.ul.pt:10400.5/95464","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.5/95464","pdf_url":null,"source":{"id":"https://openalex.org/S4377196395","display_name":"University of Lisbon Repository (University of Lisbon)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I141596103","host_organization_name":"University of Lisbon","host_organization_lineage":["https://openalex.org/I141596103"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11523576","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11523576","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11523576/pdf/12911_2024_Article_2719.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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:83a5df42901d410fa243fba3e8db20d0","is_oa":true,"landing_page_url":"https://doaj.org/article/83a5df42901d410fa243fba3e8db20d0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 24, Iss S4, Pp 1-16 (2024)","raw_type":"article"},{"id":"pmh:oai:www.research.unipd.it:11577/3537568","is_oa":true,"landing_page_url":"https://hdl.handle.net/11577/3537568","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1186/s12911-024-02719-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02719-5","pdf_url":"https://link.springer.com/content/pdf/10.1186/s12911-024-02719-5.pdf","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1697650482","display_name":null,"funder_award_id":"GA01017598","funder_id":"https://openalex.org/F4320338440","funder_display_name":"HORIZON EUROPE Health"}],"funders":[{"id":"https://openalex.org/F4320321873","display_name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","ror":"https://ror.org/0166hxq48"},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403852423.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2020279151","https://openalex.org/W2026980091","https://openalex.org/W2033135687","https://openalex.org/W2049391671","https://openalex.org/W2073987119","https://openalex.org/W2105444889","https://openalex.org/W2108381339","https://openalex.org/W2115098571","https://openalex.org/W2194107031","https://openalex.org/W2518689955","https://openalex.org/W2533617933","https://openalex.org/W2606315231","https://openalex.org/W2618851150","https://openalex.org/W2735544048","https://openalex.org/W2736949200","https://openalex.org/W2793350103","https://openalex.org/W2794654744","https://openalex.org/W2900689183","https://openalex.org/W2905152441","https://openalex.org/W2913343319","https://openalex.org/W2913731345","https://openalex.org/W2996042355","https://openalex.org/W3077205433","https://openalex.org/W3129289712","https://openalex.org/W3159801867","https://openalex.org/W4200107563","https://openalex.org/W4211041240","https://openalex.org/W4221077485","https://openalex.org/W4252979096","https://openalex.org/W4292939343","https://openalex.org/W4295135156","https://openalex.org/W4309339273","https://openalex.org/W4313812572","https://openalex.org/W4377141926","https://openalex.org/W4380446690"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W3158157485","https://openalex.org/W2789124470","https://openalex.org/W3000407446","https://openalex.org/W2116531472","https://openalex.org/W2103550798"],"abstract_inverted_index":{"BACKGROUND:":[0],"Amyotrophic":[1],"lateral":[2],"sclerosis":[3],"(ALS)":[4],"is":[5,29],"a":[6,15,69,113,118,252,274],"progressive":[7],"neurodegenerative":[8],"disease":[9,33],"that":[10,62,305],"results":[11,272],"in":[12,26,230,251],"death":[13,88,92,102,171,215,238],"within":[14],"short":[16],"time":[17],"span":[18],"(3-5":[19],"years).":[20],"One":[21],"of":[22,38,48,57,66,197,263,266,280,292,302],"the":[23,36,55,64,157,163,167,195,203,208,211,231,264,267,278,284,289,293,300],"major":[24],"challenges":[25],"treating":[27],"ALS":[28,67,241],"its":[30],"highly":[31],"heterogeneous":[32],"progression":[34,65],"and":[35,100,117,129,138,145,151,162,180,228],"lack":[37],"effective":[39],"prognostic":[40],"tools":[41],"to":[42,53,132,155,221,240,243,256,288,299],"forecast":[43],"it.":[44],"The":[45,185,270],"main":[46],"aim":[47],"this":[49,191],"study":[50],"was,":[51],"then,":[52],"test":[54],"feasibility":[56],"predicting":[58,87,91,101,170,214,237,247],"relevant":[59],"clinical":[60],"outcomes":[61],"characterize":[63,156],"with":[68,259],"two-year":[70],"prediction":[71,294],"horizon":[72],"via":[73],"artificial":[74],"intelligence":[75],"techniques":[76],"using":[77],"routine":[78,312],"visits":[79],"data.":[80],"METHODS:":[81],"Three":[82],"classification":[83],"problems":[84],"were":[85,124,153],"considered:":[86],"(binary":[89],"problem),":[90,99],"or":[93,103,218,249,298],"percutaneous":[94],"endoscopic":[95],"gastrostomy":[96],"(PEG)":[97],"(multiclass":[98,107],"non-invasive":[104],"ventilation":[105],"(NIV)":[106],"problem).":[108],"Two":[109],"supervised":[110],"learning":[111,120],"models,":[112],"logistic":[114],"regression":[115],"(LR)":[116],"deep":[119],"multilayer":[121],"perceptron":[122],"(MLP),":[123],"trained":[125],"ensuring":[126],"technical":[127],"robustness":[128],"reproducibility.":[130],"Moreover,":[131],"provide":[133],"insights":[134],"into":[135],"model":[136,141,186],"explainability":[137,187],"result":[139],"interpretability,":[140],"coefficients":[142],"for":[143,148,190,194],"LR":[144,150],"Shapley":[146],"values":[147],"both":[149,175],"MLP":[152],"considered":[154],"relationship":[158],"between":[159],"each":[160],"variable":[161],"outcome.":[164],"RESULTS:":[165],"On":[166,210],"one":[168],"hand,":[169,213,297],"was":[172],"successful":[173],"as":[174],"models":[176],"yielded":[177],"F1":[178],"scores":[179,227],"accuracy":[181,229],"well":[182],"above":[183],"0.7.":[184],"analysis":[188],"performed":[189],"outcome":[192],"allowed":[193],"understanding":[196],"how":[198],"different":[199],"methodological":[200,268],"approaches":[201],"consider":[202],"input":[204],"variables":[205],"when":[206],"performing":[207],"prediction.":[209],"other":[212],"alongside":[216],"PEG":[217,248],"NIV":[219,250],"proved":[220,242,255],"be":[222,244,257],"much":[223],"more":[224],"challenging":[225],"(F1":[226],"0.4-0.6":[232],"interval).":[233],"CONCLUSIONS:":[234],"In":[235],"conclusion,":[236],"due":[239,287],"feasible.":[245],"However,":[246],"multiclass":[253],"fashion":[254],"unfeasible":[258],"these":[260],"data,":[261],"regardless":[262],"complexity":[265],"approach.":[269],"observed":[271],"suggest":[273],"potential":[275],"ceiling":[276],"on":[277],"amount":[279],"information":[281],"extractable":[282],"from":[283],"database,":[285],"e.g.,":[286],"intrinsic":[290],"difficulty":[291],"tasks":[295],"at":[296],"absence":[301],"crucial":[303],"predictors":[304],"are,":[306],"however,":[307],"not":[308],"currently":[309],"collected":[310],"during":[311],"practice.":[313]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
