{"id":"https://openalex.org/W3085449685","doi":"https://doi.org/10.1093/jigpal/jzaa049","title":"Machine learning techniques for computer-based decision systems in the operating theatre: application to analgesia delivery","display_name":"Machine learning techniques for computer-based decision systems in the operating theatre: application to analgesia delivery","publication_year":2020,"publication_date":"2020-08-06","ids":{"openalex":"https://openalex.org/W3085449685","doi":"https://doi.org/10.1093/jigpal/jzaa049","mag":"3085449685"},"language":"en","primary_location":{"id":"doi:10.1093/jigpal/jzaa049","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jigpal/jzaa049","pdf_url":null,"source":{"id":"https://openalex.org/S2734381524","display_name":"Logic Journal of IGPL","issn_l":"1367-0751","issn":["1367-0751","1368-9894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Logic Journal of the IGPL","raw_type":"journal-article"},"type":"article","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/A5051330560","display_name":"Jos\u00e9 M. Gonz\u00e1lez-Cava","orcid":"https://orcid.org/0000-0002-6835-9082"},"institutions":[{"id":"https://openalex.org/I158438070","display_name":"Universidad de La Laguna","ror":"https://ror.org/01r9z8p25","country_code":"ES","type":"education","lineage":["https://openalex.org/I158438070"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jose M Gonzalez-Cava","raw_affiliation_strings":["Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I158438070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073379681","display_name":"Rafael Arnay","orcid":"https://orcid.org/0000-0002-9074-0488"},"institutions":[{"id":"https://openalex.org/I158438070","display_name":"Universidad de La Laguna","ror":"https://ror.org/01r9z8p25","country_code":"ES","type":"education","lineage":["https://openalex.org/I158438070"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rafael Arnay","raw_affiliation_strings":["Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I158438070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068574916","display_name":"Juan Albino M\u00e9ndez P\u00e9rez","orcid":"https://orcid.org/0000-0003-2004-5989"},"institutions":[{"id":"https://openalex.org/I158438070","display_name":"Universidad de La Laguna","ror":"https://ror.org/01r9z8p25","country_code":"ES","type":"education","lineage":["https://openalex.org/I158438070"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Albino Mendez-Perez","raw_affiliation_strings":["Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I158438070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111947536","display_name":"Ana M. Le\u00f3n","orcid":null},"institutions":[{"id":"https://openalex.org/I2800401438","display_name":"Hospital Universitario de Canarias","ror":"https://ror.org/05qndj312","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I2800401438"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ana Le\u00f3n","raw_affiliation_strings":["Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I2800401438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021210526","display_name":"M.C. Mart\u00edn Delgado","orcid":"https://orcid.org/0000-0002-7468-4594"},"institutions":[{"id":"https://openalex.org/I2800401438","display_name":"Hospital Universitario de Canarias","ror":"https://ror.org/05qndj312","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I2800401438"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Mart\u00edn","raw_affiliation_strings":["Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I2800401438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057143375","display_name":"Jos\u00e9 Antonio Reboso","orcid":"https://orcid.org/0000-0002-8515-0424"},"institutions":[{"id":"https://openalex.org/I2800401438","display_name":"Hospital Universitario de Canarias","ror":"https://ror.org/05qndj312","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I2800401438"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose A Reboso","raw_affiliation_strings":["Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario de Canarias, 38320 La Laguna (Tenerife), Spain","institution_ids":["https://openalex.org/I2800401438"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Esteban Jove-Perez","orcid":null},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]},{"id":"https://openalex.org/I158438070","display_name":"Universidad de La Laguna","ror":"https://ror.org/01r9z8p25","country_code":"ES","type":"education","lineage":["https://openalex.org/I158438070"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Esteban Jove-Perez","raw_affiliation_strings":["Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain and Department of Industrial Engineering, Universidade da Coru\u00f1a, 15405 Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and System Engineering, Universidad de La Laguna (ULL), 38200 La Laguna (Tenerife), Spain and Department of Industrial Engineering, Universidade da Coru\u00f1a, 15405 Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I158438070","https://openalex.org/I11019714"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088415997","display_name":"Jos\u00e9 Luis Calvo\u2010Rolle","orcid":"https://orcid.org/0000-0002-2333-8405"},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Luis Calvo-Rolle","raw_affiliation_strings":["Department of Industrial Engineering, Universidade da Coru\u00f1a, 15405 Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Universidade da Coru\u00f1a, 15405 Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I11019714"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5051330560"],"corresponding_institution_ids":["https://openalex.org/I158438070"],"apc_list":{"value":4151,"currency":"USD","value_usd":4151},"apc_paid":null,"fwci":3.79,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.94117647,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"29","issue":"2","first_page":"236","last_page":"250"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10436","display_name":"Anesthesia and Sedative Agents","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain Medicine"},"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/T10436","display_name":"Anesthesia and Sedative Agents","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain Medicine"},"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9958999752998352,"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"}},{"id":"https://openalex.org/T10189","display_name":"Anesthesia and Pain Management","score":0.9958000183105469,"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/remifentanil","display_name":"Remifentanil","score":0.915738582611084},{"id":"https://openalex.org/keywords/analgesic","display_name":"Analgesic","score":0.6136639714241028},{"id":"https://openalex.org/keywords/nociception","display_name":"Nociception","score":0.5703432559967041},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5064998865127563},{"id":"https://openalex.org/keywords/anesthesia","display_name":"Anesthesia","score":0.4938810467720032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46701863408088684},{"id":"https://openalex.org/keywords/opioid","display_name":"Opioid","score":0.4639989733695984},{"id":"https://openalex.org/keywords/drug-delivery","display_name":"Drug delivery","score":0.4302055537700653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33629125356674194},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32904571294784546},{"id":"https://openalex.org/keywords/propofol","display_name":"Propofol","score":0.23249492049217224},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07857176661491394}],"concepts":[{"id":"https://openalex.org/C2778891214","wikidata":"https://www.wikidata.org/wiki/Q417902","display_name":"Remifentanil","level":3,"score":0.915738582611084},{"id":"https://openalex.org/C2780820201","wikidata":"https://www.wikidata.org/wiki/Q173235","display_name":"Analgesic","level":2,"score":0.6136639714241028},{"id":"https://openalex.org/C15490471","wikidata":"https://www.wikidata.org/wiki/Q2734305","display_name":"Nociception","level":3,"score":0.5703432559967041},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5064998865127563},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.4938810467720032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46701863408088684},{"id":"https://openalex.org/C2781063702","wikidata":"https://www.wikidata.org/wiki/Q427523","display_name":"Opioid","level":3,"score":0.4639989733695984},{"id":"https://openalex.org/C2779820397","wikidata":"https://www.wikidata.org/wiki/Q1392806","display_name":"Drug delivery","level":2,"score":0.4302055537700653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33629125356674194},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32904571294784546},{"id":"https://openalex.org/C2776277131","wikidata":"https://www.wikidata.org/wiki/Q422740","display_name":"Propofol","level":2,"score":0.23249492049217224},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07857176661491394},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C170493617","wikidata":"https://www.wikidata.org/wiki/Q208467","display_name":"Receptor","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jigpal/jzaa049","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jigpal/jzaa049","pdf_url":null,"source":{"id":"https://openalex.org/S2734381524","display_name":"Logic Journal of IGPL","issn_l":"1367-0751","issn":["1367-0751","1368-9894"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Logic Journal of the IGPL","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W75018353","https://openalex.org/W1546961578","https://openalex.org/W1854886433","https://openalex.org/W1987552279","https://openalex.org/W2014587614","https://openalex.org/W2022925833","https://openalex.org/W2064798581","https://openalex.org/W2078323615","https://openalex.org/W2096945460","https://openalex.org/W2097776660","https://openalex.org/W2120606817","https://openalex.org/W2130675919","https://openalex.org/W2151663479","https://openalex.org/W2271312108","https://openalex.org/W2339990791","https://openalex.org/W2342603028","https://openalex.org/W2344823471","https://openalex.org/W2399051912","https://openalex.org/W2409607456","https://openalex.org/W2409894238","https://openalex.org/W2462232515","https://openalex.org/W2498119267","https://openalex.org/W2527870383","https://openalex.org/W2533934648","https://openalex.org/W2542219172","https://openalex.org/W2576185047","https://openalex.org/W2606897070","https://openalex.org/W2742747308","https://openalex.org/W2751811229","https://openalex.org/W2761781863","https://openalex.org/W2762342555","https://openalex.org/W2766708596","https://openalex.org/W2782351298","https://openalex.org/W2787942130","https://openalex.org/W2797928606","https://openalex.org/W2867954476","https://openalex.org/W2890956088","https://openalex.org/W2918113582","https://openalex.org/W2936379053","https://openalex.org/W2942516102","https://openalex.org/W2952083853","https://openalex.org/W2970281020","https://openalex.org/W2971532241","https://openalex.org/W2974557558","https://openalex.org/W2976765180","https://openalex.org/W2980402901","https://openalex.org/W3099802519","https://openalex.org/W4211225621","https://openalex.org/W4230381201","https://openalex.org/W4248622457","https://openalex.org/W6643085939","https://openalex.org/W6676048075","https://openalex.org/W6745106479","https://openalex.org/W6752989412"],"related_works":["https://openalex.org/W1898936260","https://openalex.org/W2513475169","https://openalex.org/W2065566285","https://openalex.org/W2386876793","https://openalex.org/W3031610140","https://openalex.org/W2390609054","https://openalex.org/W2055058540","https://openalex.org/W2349663905","https://openalex.org/W3033530345","https://openalex.org/W1972255019"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"work":[2],"focuses":[3],"on":[4,48],"the":[5,13,16,25,31,43,53,81,85,91,95,99,102,105,113,122,127,136,139,147],"application":[6],"of":[7,18,33,38,70,98,104,124,129,138,149],"machine":[8,74],"learning":[9,75],"techniques":[10,76],"to":[11,29,41,79,94,145],"assist":[12],"clinicians":[14],"in":[15],"administration":[17],"analgesic":[19,86],"drug":[20],"during":[21],"general":[22],"anaesthesia.":[23],"Specifically,":[24],"main":[26],"objective":[27],"is":[28],"propose":[30],"basis":[32],"an":[34,71],"intelligent":[35],"system":[36],"capable":[37],"making":[39],"decisions":[40],"guide":[42,146],"opioid":[44],"dose":[45,87],"changes":[46,88],"based":[47],"a":[49,118,142],"new":[50],"nociception":[51,55],"monitor,":[52],"analgesia":[54],"index":[56,144],"(ANI).":[57],"Clinical":[58],"data":[59],"were":[60,77],"obtained":[61],"from":[62],"15":[63],"patients":[64,100],"undergoing":[65],"cholecystectomy":[66],"surgery.":[67],"By":[68],"means":[69],"off-line":[72],"study,":[73],"applied":[78],"analyse":[80],"possible":[82],"relationship":[83,120],"between":[84,121],"performed":[89],"by":[90],"physician":[92],"due":[93],"hemodynamic":[96],"activity":[97],"and":[101,111,126],"evolution":[103,123],"ANI.":[106],"After":[107],"training":[108],"different":[109],"classifiers":[110],"testing":[112],"results":[114,134],"under":[115],"cross":[116],"validation,":[117],"preliminary":[119],"ANI":[125,140],"dosage":[128],"remifentanil":[130],"was":[131],"found.":[132],"These":[133],"evidence":[135],"potential":[137],"as":[141],"promising":[143],"infusion":[148],"analgesia.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
