{"id":"https://openalex.org/W2606937643","doi":"https://doi.org/10.1002/jrs.5118","title":"A machine learning framework to analyze hyperspectral stimulated Raman scattering microscopy images of expressed human meibum","display_name":"A machine learning framework to analyze hyperspectral stimulated Raman scattering microscopy images of expressed human meibum","publication_year":2017,"publication_date":"2017-04-11","ids":{"openalex":"https://openalex.org/W2606937643","doi":"https://doi.org/10.1002/jrs.5118","mag":"2606937643","pmid":"https://pubmed.ncbi.nlm.nih.gov/28943709","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/5608037"},"language":"en","primary_location":{"id":"doi:10.1002/jrs.5118","doi":"https://doi.org/10.1002/jrs.5118","is_oa":false,"landing_page_url":"https://doi.org/10.1002/jrs.5118","pdf_url":null,"source":{"id":"https://openalex.org/S4206644","display_name":"Journal of Raman Spectroscopy","issn_l":"0377-0486","issn":["0377-0486","1097-4555"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Raman Spectroscopy","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5608037","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015809606","display_name":"Alba Alfonso Garcia","orcid":"https://orcid.org/0000-0002-6748-3751","observed_orcids":["https://orcid.org/0000-0002-6748-3751"]},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alba Alfonso\u2010Garc\u00eda","raw_affiliation_strings":["Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA","Department of Chemistry, University of California, Irvine, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"Department of Chemistry, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019790338","display_name":"Jerry R. Paugh","orcid":"https://orcid.org/0000-0002-5758-1171","observed_orcids":["https://orcid.org/0000-0002-5758-1171"]},"institutions":[{"id":"https://openalex.org/I185234458","display_name":"Marshall B. Ketchum University","ror":"https://ror.org/03zhqv657","country_code":"US","type":"education","lineage":["https://openalex.org/I185234458"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jerry Paugh","raw_affiliation_strings":["Southern California College of Optometry, Marshall B. Ketchum University, Fullerton, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern California College of Optometry, Marshall B. Ketchum University, Fullerton, CA, USA","institution_ids":["https://openalex.org/I185234458"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088402360","display_name":"Marjan Farid","orcid":"https://orcid.org/0000-0003-2540-0329","observed_orcids":["https://orcid.org/0000-0003-2540-0329"]},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marjan Farid","raw_affiliation_strings":["Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083894288","display_name":"Sumit Garg","orcid":"https://orcid.org/0000-0001-5081-0771","observed_orcids":["https://orcid.org/0000-0001-5081-0771"]},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sumit Garg","raw_affiliation_strings":["Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091685408","display_name":"James V. Jester","orcid":"https://orcid.org/0000-0002-9246-0981","observed_orcids":["https://orcid.org/0000-0002-9246-0981"]},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Jester","raw_affiliation_strings":["Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA","Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"Gavin Herbert Eye Institute, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058058946","display_name":"Eric Olaf Potma","orcid":"https://orcid.org/0000-0003-3916-6131","observed_orcids":["https://orcid.org/0000-0003-3916-6131"]},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Eric Potma","raw_affiliation_strings":["Department of Chemistry, University of California, Irvine, Irvine, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-3916-6131","affiliations":[{"raw_affiliation_string":"Department of Chemistry, University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058058946"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":{"value":4020,"currency":"USD","value_usd":4020},"apc_paid":null,"fwci":1.6024,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.81772706,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"48","issue":"6","first_page":"803","last_page":"812"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.04490000009536743,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.005100000184029341,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meibum-quality","display_name":"meibum quality","score":0.6069999933242798},{"id":"https://openalex.org/keywords/vertex-component-analysis","display_name":"vertex component analysis","score":0.9139999747276306},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.9039999842643738},{"id":"https://openalex.org/keywords/random-forest-classification","display_name":"random forest classification","score":0.8840000033378601},{"id":"https://openalex.org/keywords/meibography","display_name":"meibography","score":0.6359999775886536}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8057716488838196},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6617928743362427},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5895668268203735},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5852106809616089},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5573371648788452},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5522857308387756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5497027039527893},{"id":"https://openalex.org/C169573571","wikidata":"https://www.wikidata.org/wiki/Q466824","display_name":"Raman scattering","level":3,"score":0.5227249264717102},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4899877607822418},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47959721088409424},{"id":"https://openalex.org/C40003534","wikidata":"https://www.wikidata.org/wiki/Q862228","display_name":"Raman spectroscopy","level":2,"score":0.4685325026512146},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.4457305073738098},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.44161516427993774},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.43646159768104553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4293389618396759},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3742322325706482},{"id":"https://openalex.org/C113196181","wikidata":"https://www.wikidata.org/wiki/Q485223","display_name":"Analytical Chemistry (journal)","level":2,"score":0.33979105949401855},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.288964182138443},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.19678309559822083},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.16249030828475952},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16064229607582092},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11835825443267822},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1002/jrs.5118","doi":"https://doi.org/10.1002/jrs.5118","is_oa":false,"landing_page_url":"https://doi.org/10.1002/jrs.5118","pdf_url":null,"source":{"id":"https://openalex.org/S4206644","display_name":"Journal of Raman Spectroscopy","issn_l":"0377-0486","issn":["0377-0486","1097-4555"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Raman Spectroscopy","raw_type":"journal-article"},{"id":"pmid:28943709","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28943709","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,"listed_in":[],"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":"Journal of Raman spectroscopy : JRS","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:4930026","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5608037","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:5608037","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5608037","pdf_url":null,"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,"listed_in":[],"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"J Raman Spectrosc","raw_type":"Text"},{"id":"pmh:oai:escholarship.org:ark:/13030/qt9vb1v9fc","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/9vb1v9fc","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Raman Spectroscopy, vol 48, iss 6","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:europepmc.org:4930026","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5608037","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Text"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Life on land","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/15"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4607486877","display_name":"A Laser Microbeam Biotechnology Resource","funder_award_id":"P41RR001192","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"},{"id":"https://openalex.org/G9000874269","display_name":"Age-Related Meibomian Gland Dysfunction","funder_award_id":"R01EY021510","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"}],"funders":[{"id":"https://openalex.org/F4320337350","display_name":"National Eye Institute","ror":"https://ror.org/03wkg3b53"},{"id":"https://openalex.org/F4320337375","display_name":"National Center for Research Resources","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W588172449","https://openalex.org/W595737188","https://openalex.org/W1555036541","https://openalex.org/W1561425460","https://openalex.org/W1934742112","https://openalex.org/W1944363068","https://openalex.org/W1969212158","https://openalex.org/W1979956016","https://openalex.org/W1982914783","https://openalex.org/W1988927261","https://openalex.org/W1990543165","https://openalex.org/W1990645980","https://openalex.org/W2005288369","https://openalex.org/W2005636037","https://openalex.org/W2006162901","https://openalex.org/W2011430131","https://openalex.org/W2026786052","https://openalex.org/W2028603600","https://openalex.org/W2039897852","https://openalex.org/W2046066571","https://openalex.org/W2046823942","https://openalex.org/W2059118850","https://openalex.org/W2062730128","https://openalex.org/W2075104787","https://openalex.org/W2087900161","https://openalex.org/W2092806663","https://openalex.org/W2093788262","https://openalex.org/W2094117501","https://openalex.org/W2094295322","https://openalex.org/W2096138335","https://openalex.org/W2106029803","https://openalex.org/W2122551699","https://openalex.org/W2124069816","https://openalex.org/W2132298953","https://openalex.org/W2135702688","https://openalex.org/W2137769270","https://openalex.org/W2143363498","https://openalex.org/W2147377968","https://openalex.org/W2152129029","https://openalex.org/W2157321686","https://openalex.org/W2202319583","https://openalex.org/W2222415607","https://openalex.org/W2284977603","https://openalex.org/W2307493159","https://openalex.org/W2313077821","https://openalex.org/W2337277441","https://openalex.org/W2596391620","https://openalex.org/W4250505820"],"related_works":["https://openalex.org/W4387590149","https://openalex.org/W2745763607","https://openalex.org/W3176150890","https://openalex.org/W4214877564","https://openalex.org/W3135775057","https://openalex.org/W2377010551","https://openalex.org/W2345054462","https://openalex.org/W4382751452","https://openalex.org/W3111595889","https://openalex.org/W4412077054"],"abstract_inverted_index":{"We":[0,133],"develop":[1],"and":[2,81,149,151],"discuss":[3],"a":[4,35,48,91,111,121,127],"methodology":[5],"for":[6,51],"batch-level":[7,59,155],"analysis":[8,26,62,114,156],"of":[9,17,28,58,76,102,115,130,141],"hyperspectral":[10],"stimulated":[11],"Raman":[12],"scattering":[13],"(hsSRS)":[14],"data":[15,72,118],"sets":[16],"human":[18,143],"meibum":[19,166],"in":[20,74,84,100,146],"the":[21,52,71,103,154],"CH-stretching":[22],"vibrational":[23],"range.":[24],"The":[25,31,87,107],"consists":[27],"two":[29],"steps.":[30],"first":[32],"step":[33,89],"uses":[34,90],"training":[36],"set":[37,50,73,129],"(n=19)":[38],"to":[39,69,95,137],"determine":[40],"chemically":[41],"meaningful":[42],"reference":[43,131],"spectra":[44,77],"that":[45,78,153,162],"jointly":[46],"constitute":[47],"basis":[49,105],"sample.":[53],"This":[54],"procedure":[55,109,136],"makes":[56],"use":[57],"vertex":[60],"component":[61],"(VCA),":[63],"followed":[64],"by":[65],"unsupervised":[66],"k-means":[67],"clustering":[68],"express":[70],"terms":[75,101],"represent":[79],"lipid":[80],"protein":[82,148],"mixtures":[83],"changing":[85],"proportions.":[86],"second":[88],"random":[92],"forest":[93],"classifier":[94],"rapidly":[96],"classify":[97],"hsSRS":[98,117],"stacks":[99],"pre-determined":[104],"set.":[106],"overall":[108],"allows":[110],"rapid":[112],"quantitative":[113],"large":[116],"sets,":[119],"enabling":[120],"direct":[122],"comparison":[123],"among":[124,160],"samples":[125,161],"using":[126],"single":[128],"spectra.":[132],"apply":[134],"this":[135],"assess":[138],"50":[139],"specimens":[140],"expressed":[142],"meibum,":[144],"rich":[145],"both":[147],"lipid,":[150],"show":[152],"reveals":[157],"marked":[158],"variation":[159],"potentially":[163],"correlate":[164],"with":[165],"health":[167],"quality.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2017-04-28T00:00:00"}
