{"id":"https://openalex.org/W2741856039","doi":"https://doi.org/10.1007/978-3-319-62428-0_20","title":"Predicting the Need of Mechanical Ventilation in Guillain-Barr\u00e9 Patients Using Machine Learning Algorithms with Relevant Features","display_name":"Predicting the Need of Mechanical Ventilation in Guillain-Barr\u00e9 Patients Using Machine Learning Algorithms with Relevant Features","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2741856039","doi":"https://doi.org/10.1007/978-3-319-62428-0_20","mag":"2741856039"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-62428-0_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-62428-0_20","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/A5053882293","display_name":"Jos\u00e9 Hern\u00e1ndez-Torruco","orcid":"https://orcid.org/0000-0003-3146-9349"},"institutions":[{"id":"https://openalex.org/I93173995","display_name":"Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco","ror":"https://ror.org/04ee58018","country_code":"MX","type":"education","lineage":["https://openalex.org/I93173995"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 Hern\u00e1ndez-Torruco","raw_affiliation_strings":["Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico"],"affiliations":[{"raw_affiliation_string":"Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico","institution_ids":["https://openalex.org/I93173995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089840065","display_name":"Juana Canul-Reich","orcid":"https://orcid.org/0000-0003-1893-1332"},"institutions":[{"id":"https://openalex.org/I93173995","display_name":"Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco","ror":"https://ror.org/04ee58018","country_code":"MX","type":"education","lineage":["https://openalex.org/I93173995"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juana Canul-Reich","raw_affiliation_strings":["Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico"],"affiliations":[{"raw_affiliation_string":"Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico","institution_ids":["https://openalex.org/I93173995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044975705","display_name":"Oscar Ch\u00e1vez-Bosquez","orcid":"https://orcid.org/0000-0002-0324-9886"},"institutions":[{"id":"https://openalex.org/I93173995","display_name":"Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco","ror":"https://ror.org/04ee58018","country_code":"MX","type":"education","lineage":["https://openalex.org/I93173995"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Oscar Ch\u00e1vez-Bosquez","raw_affiliation_strings":["Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico"],"affiliations":[{"raw_affiliation_string":"Divisi\u00f3n Acad\u00e9mica de Inform\u00e1tica y Sistemas, Universidad Ju\u00e1rez Aut\u00f3noma de Tabasco, Cunduacan, Tabasco, Mexico","institution_ids":["https://openalex.org/I93173995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053882293"],"corresponding_institution_ids":["https://openalex.org/I93173995"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10607857,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"237","last_page":"247"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},"topics":[{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9840999841690063,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9537000060081482,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9261000156402588,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mechanical-ventilation","display_name":"Mechanical ventilation","score":0.8083127737045288},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.696412980556488},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6357360482215881},{"id":"https://openalex.org/keywords/guillain-barre-syndrome","display_name":"Guillain-Barre syndrome","score":0.5911332964897156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5395867228507996},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5337017178535461},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4792904257774353},{"id":"https://openalex.org/keywords/ventilation","display_name":"Ventilation (architecture)","score":0.4338859021663666},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18014046549797058},{"id":"https://openalex.org/keywords/pediatrics","display_name":"Pediatrics","score":0.14690354466438293}],"concepts":[{"id":"https://openalex.org/C2777080012","wikidata":"https://www.wikidata.org/wiki/Q3766250","display_name":"Mechanical ventilation","level":2,"score":0.8083127737045288},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.696412980556488},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6357360482215881},{"id":"https://openalex.org/C2778691916","wikidata":"https://www.wikidata.org/wiki/Q205214","display_name":"Guillain-Barre syndrome","level":2,"score":0.5911332964897156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5395867228507996},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5337017178535461},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4792904257774353},{"id":"https://openalex.org/C200457457","wikidata":"https://www.wikidata.org/wiki/Q584049","display_name":"Ventilation (architecture)","level":2,"score":0.4338859021663666},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18014046549797058},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.14690354466438293},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-62428-0_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-62428-0_20","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W77444937","https://openalex.org/W1538565331","https://openalex.org/W1670263352","https://openalex.org/W2023450550","https://openalex.org/W2053154970","https://openalex.org/W2078684405","https://openalex.org/W2092260455","https://openalex.org/W2095595785","https://openalex.org/W2118020653","https://openalex.org/W2125055259","https://openalex.org/W2148603752","https://openalex.org/W2157981274"],"related_works":["https://openalex.org/W2326549254","https://openalex.org/W2902420215","https://openalex.org/W580284344","https://openalex.org/W3207261468","https://openalex.org/W2327383601","https://openalex.org/W3112462901","https://openalex.org/W1999307465","https://openalex.org/W1130073892","https://openalex.org/W2775251860","https://openalex.org/W3215244290"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}