{"id":"https://openalex.org/W7135136623","doi":"https://doi.org/10.1007/s11227-026-08368-x","title":"Exploring clinical pathways: a novel BERTopic framework for dynamic analysis using temporal binning and semantic drift","display_name":"Exploring clinical pathways: a novel BERTopic framework for dynamic analysis using temporal binning and semantic drift","publication_year":2026,"publication_date":"2026-03-11","ids":{"openalex":"https://openalex.org/W7135136623","doi":"https://doi.org/10.1007/s11227-026-08368-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11227-026-08368-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11227-026-08368-x","pdf_url":null,"source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of Supercomputing","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/A5123646295","display_name":"Iqra Mehmood","orcid":null},"institutions":[{"id":"https://openalex.org/I134276161","display_name":"Pakistan Institute of Engineering and Applied Sciences","ror":"https://ror.org/04d4mbk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I134276161"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Iqra Mehmood","raw_affiliation_strings":["Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan","institution_ids":["https://openalex.org/I134276161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123669160","display_name":"Zoya Zahra","orcid":null},"institutions":[{"id":"https://openalex.org/I134276161","display_name":"Pakistan Institute of Engineering and Applied Sciences","ror":"https://ror.org/04d4mbk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I134276161"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Zoya Zahra","raw_affiliation_strings":["Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan","institution_ids":["https://openalex.org/I134276161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024961359","display_name":"Ijaz Hussain","orcid":"https://orcid.org/0000-0003-3254-1680"},"institutions":[{"id":"https://openalex.org/I134276161","display_name":"Pakistan Institute of Engineering and Applied Sciences","ror":"https://ror.org/04d4mbk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I134276161"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Ijaz Hussain","raw_affiliation_strings":["Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, PIEAS, Lehtrar Road, Nilore, Islamabad, 44000, Islamabad, Pakistan","institution_ids":["https://openalex.org/I134276161"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5024961359"],"corresponding_institution_ids":["https://openalex.org/I134276161"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.94151985,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"82","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.972599983215332,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.972599983215332,"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"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.002899999963119626,"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/T12664","display_name":"Clinical practice guidelines implementation","score":0.00279999990016222,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.6820999979972839},{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.637499988079071},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.5885999798774719},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4542999863624573},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.42399999499320984},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4129999876022339},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.3736000061035156},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.36340001225471497}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8870000243186951},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.6820999979972839},{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.637499988079071},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.5885999798774719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5051000118255615},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46230000257492065},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4542999863624573},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.42399999499320984},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4129999876022339},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3828999996185303},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.3736000061035156},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.36340001225471497},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3508000075817108},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3337000012397766},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.3292999863624573},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3086000084877014},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.30219998955726624},{"id":"https://openalex.org/C2780762811","wikidata":"https://www.wikidata.org/wiki/Q1784941","display_name":"Cosine similarity","level":3,"score":0.29760000109672546},{"id":"https://openalex.org/C169214877","wikidata":"https://www.wikidata.org/wiki/Q981016","display_name":"Dirichlet distribution","level":3,"score":0.29409998655319214},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C170133592","wikidata":"https://www.wikidata.org/wiki/Q1806883","display_name":"Latent semantic analysis","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2547000050544739},{"id":"https://openalex.org/C88516994","wikidata":"https://www.wikidata.org/wiki/Q1268863","display_name":"Dynamic time warping","level":2,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11227-026-08368-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11227-026-08368-x","pdf_url":null,"source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Journal of Supercomputing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7566168308258057,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W151377110","https://openalex.org/W1987971958","https://openalex.org/W2001082470","https://openalex.org/W2038043464","https://openalex.org/W2057541955","https://openalex.org/W2072644219","https://openalex.org/W2112591325","https://openalex.org/W2336445786","https://openalex.org/W2404506086","https://openalex.org/W2577646479","https://openalex.org/W2972382276","https://openalex.org/W3156133630","https://openalex.org/W3207182695","https://openalex.org/W4206915433","https://openalex.org/W4210770559","https://openalex.org/W4213154377","https://openalex.org/W4285228387","https://openalex.org/W4294989880","https://openalex.org/W4310700278","https://openalex.org/W4312019575","https://openalex.org/W4321457507","https://openalex.org/W4388485690","https://openalex.org/W4388821808","https://openalex.org/W4389331093","https://openalex.org/W4391144542","https://openalex.org/W4392195214","https://openalex.org/W4398762562","https://openalex.org/W4402475862","https://openalex.org/W4403601976","https://openalex.org/W4403768714","https://openalex.org/W4403879354","https://openalex.org/W4404049915","https://openalex.org/W4404258600","https://openalex.org/W4404882377","https://openalex.org/W4405185269","https://openalex.org/W4406260147","https://openalex.org/W4409657110","https://openalex.org/W4409996417","https://openalex.org/W4410183962","https://openalex.org/W4410763071","https://openalex.org/W4411504139","https://openalex.org/W7125514621"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-14T06:41:57.775601","created_date":"2026-03-13T00:00:00"}
