{"id":"https://openalex.org/W4385444212","doi":"https://doi.org/10.1109/idt59031.2023.10194437","title":"Methodological Overview of Prospensity Score Matching Methods demonstrated on Colorectal Data","display_name":"Methodological Overview of Prospensity Score Matching Methods demonstrated on Colorectal Data","publication_year":2023,"publication_date":"2023-06-22","ids":{"openalex":"https://openalex.org/W4385444212","doi":"https://doi.org/10.1109/idt59031.2023.10194437"},"language":"en","primary_location":{"id":"doi:10.1109/idt59031.2023.10194437","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idt59031.2023.10194437","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information and Digital Technologies (IDT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5084198606","display_name":"Lenka P\u0159ibylov\u00e1","orcid":"https://orcid.org/0000-0002-0644-3975"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lenka P\u0159ibylov\u00e1","raw_affiliation_strings":["VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","institution_ids":["https://openalex.org/I142208455"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013741852","display_name":"Radim Bri\u0161","orcid":"https://orcid.org/0000-0003-2678-9209"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Radim Bri\u0161","raw_affiliation_strings":["VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","institution_ids":["https://openalex.org/I142208455"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023640905","display_name":"Vojt\u011bch Nov\u00e1k","orcid":"https://orcid.org/0000-0002-5181-2485"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Vojt\u011bch Nov\u00e1k","raw_affiliation_strings":["VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VSB Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Czech Republic","institution_ids":["https://openalex.org/I142208455"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, VSB Technical University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104150621","display_name":"Luborm\u00edr Mart\u00ednek","orcid":null},"institutions":[{"id":"https://openalex.org/I187293425","display_name":"University of Ostrava","ror":"https://ror.org/00pyqav47","country_code":"CZ","type":"education","lineage":["https://openalex.org/I187293425"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Luborm\u00edr Mart\u00ednek","raw_affiliation_strings":["University of Ostrava,Faculty of Medicine,Department of Surgical Studies,Czech Republic","Department of Surgical Studies, Faculty of Medicine, University of Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ostrava,Faculty of Medicine,Department of Surgical Studies,Czech Republic","institution_ids":["https://openalex.org/I187293425"]},{"raw_affiliation_string":"Department of Surgical Studies, Faculty of Medicine, University of Ostrava, Czech Republic","institution_ids":["https://openalex.org/I187293425"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"89","last_page":"96"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/propensity-score-matching","display_name":"Propensity score matching","score":0.9579921364784241},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7635570764541626},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6489290595054626},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6322621703147888},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5951433181762695},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5902167558670044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4724567234516144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4364873766899109},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.416321724653244},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35511791706085205},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.34350085258483887},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22571298480033875},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14916256070137024},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.1252937912940979}],"concepts":[{"id":"https://openalex.org/C17923572","wikidata":"https://www.wikidata.org/wiki/Q7250160","display_name":"Propensity score matching","level":2,"score":0.9579921364784241},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7635570764541626},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6489290595054626},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6322621703147888},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5951433181762695},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5902167558670044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4724567234516144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4364873766899109},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.416321724653244},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35511791706085205},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.34350085258483887},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22571298480033875},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14916256070137024},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.1252937912940979},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idt59031.2023.10194437","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idt59031.2023.10194437","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information and Digital Technologies (IDT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W2028040032","https://openalex.org/W2030614017","https://openalex.org/W2144168223","https://openalex.org/W2150291618","https://openalex.org/W2176874128","https://openalex.org/W2396059406","https://openalex.org/W4247869265","https://openalex.org/W6657911646","https://openalex.org/W6681656106"],"related_works":["https://openalex.org/W1641372354","https://openalex.org/W2967733078","https://openalex.org/W2434094746","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W2885778889","https://openalex.org/W4310224730","https://openalex.org/W2766514146","https://openalex.org/W4289703016"],"abstract_inverted_index":{"Propensity":[0,46],"score":[1,47,56],"matching":[2,57],"(PSM)":[3],"is":[4,8,66],"a":[5],"method":[6,44],"which":[7],"recommended":[9],"to":[10,67],"use":[11],"at":[12,25],"the":[13,26,78,93],"case":[14],"that":[15],"data":[16,91],"sets":[17],"are":[18],"not":[19],"comparable.":[20],"There":[21],"exists":[22],"several":[23],"approaches":[24,71],"definition":[27],"of":[28,35,38,63,83],"propensity":[29,55],"score.":[30],"We":[31],"focused":[32],"on":[33,75,89],"two":[34,53,81],"them:":[36],"model":[37],"logistic":[39],"regression":[40],"and":[41,58,72],"machine":[42],"learning":[43],"boosting.":[45],"principle":[48],"can":[49],"be":[50],"applied":[51],"in":[52],"ways:":[54],"weighting":[59],"methods.":[60],"The":[61],"purpose":[62],"this":[64],"study":[65],"compare":[68],"different":[69],"PSM":[70],"their":[73],"influence":[74],"decision-making":[76],"about":[77],"differences":[79],"between":[80],"groups":[82],"data.":[84],"Theoretical":[85],"approach":[86],"was":[87],"demonstrated":[88],"biomedical":[90],"from":[92],"resort":[94],"surgery.":[95]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}