{"id":"https://openalex.org/W3035384985","doi":"https://doi.org/10.1021/acs.jcim.0c00308","title":"Generalizable Framework for Algorithmic Interpretation of Thin Film Morphologies in Scanning Probe Images","display_name":"Generalizable Framework for Algorithmic Interpretation of Thin Film Morphologies in Scanning Probe Images","publication_year":2020,"publication_date":"2020-06-11","ids":{"openalex":"https://openalex.org/W3035384985","doi":"https://doi.org/10.1021/acs.jcim.0c00308","mag":"3035384985","pmid":"https://pubmed.ncbi.nlm.nih.gov/32526145"},"language":"en","primary_location":{"id":"doi:10.1021/acs.jcim.0c00308","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.jcim.0c00308","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Chemical Information and Modeling","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5058165803","display_name":"Wesley K. Tatum","orcid":"https://orcid.org/0000-0003-0395-6975"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wesley K. Tatum","raw_affiliation_strings":["Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":"https://orcid.org/0000-0003-0395-6975","affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085596190","display_name":"Diego Torrejon","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diego Torrejon","raw_affiliation_strings":["BlackSky, 13241 Woodland Park Road, Suite 300, Herndon, Virginia 20171, United States","Department of Mathematical Sciences, George Mason University, Fairfax, Virginia 22030 United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BlackSky, 13241 Woodland Park Road, Suite 300, Herndon, Virginia 20171, United States","institution_ids":[]},{"raw_affiliation_string":"Department of Mathematical Sciences, George Mason University, Fairfax, Virginia 22030 United States","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076311103","display_name":"Patrick O\u2019Neil","orcid":"https://orcid.org/0000-0003-3928-3995"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick O\u2019Neil","raw_affiliation_strings":["BlackSky, 13241 Woodland Park Road, Suite 300, Herndon, Virginia 20171, United States","Department of Mathematical Sciences, George Mason University, Fairfax, Virginia 22030 United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BlackSky, 13241 Woodland Park Road, Suite 300, Herndon, Virginia 20171, United States","institution_ids":[]},{"raw_affiliation_string":"Department of Mathematical Sciences, George Mason University, Fairfax, Virginia 22030 United States","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087031592","display_name":"Jonathan W. Onorato","orcid":"https://orcid.org/0000-0003-1349-8277"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan W. Onorato","raw_affiliation_strings":["Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":"https://orcid.org/0000-0003-1349-8277","affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063255733","display_name":"Anton B. Resing","orcid":"https://orcid.org/0000-0002-5599-3789"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anton B. Resing","raw_affiliation_strings":["Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031774432","display_name":"Sarah Holliday","orcid":"https://orcid.org/0000-0002-7767-0454"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sarah Holliday","raw_affiliation_strings":["Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065043914","display_name":"Lucas Q. Flagg","orcid":"https://orcid.org/0000-0002-2798-5650"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lucas Q. Flagg","raw_affiliation_strings":["Department of Chemistry, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":"https://orcid.org/0000-0002-2798-5650","affiliations":[{"raw_affiliation_string":"Department of Chemistry, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079382009","display_name":"David S. Ginger","orcid":"https://orcid.org/0000-0002-9759-5447"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David S. Ginger","raw_affiliation_strings":["Department of Chemistry, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":"https://orcid.org/0000-0002-9759-5447","affiliations":[{"raw_affiliation_string":"Department of Chemistry, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091712652","display_name":"Christine K. Luscombe","orcid":"https://orcid.org/0000-0001-7456-1343"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Christine K. Luscombe","raw_affiliation_strings":["Department of Chemistry, University of Washington, Seattle, Washington 98195, United States","Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","Department of Molecular Engineering and Sciences, University of Washington, Seattle, Washington 98195, United States"],"raw_orcid":"https://orcid.org/0000-0001-7456-1343","affiliations":[{"raw_affiliation_string":"Department of Chemistry, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]},{"raw_affiliation_string":"Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]},{"raw_affiliation_string":"Department of Molecular Engineering and Sciences, University of Washington, Seattle, Washington 98195, United States","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5091712652"],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":1.5296,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82629006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"60","issue":"7","first_page":"3387","last_page":"3397"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10923","display_name":"Force Microscopy Techniques and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10923","display_name":"Force Microscopy Techniques and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10857","display_name":"Advanced Electron Microscopy Techniques and Applications","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/1315","display_name":"Structural 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"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.7420790195465088},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6768131256103516},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5850474238395691},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5828277468681335},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5675705671310425},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5443931818008423},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5376997590065002},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.49124377965927124},{"id":"https://openalex.org/keywords/mixture-model","display_name":"Mixture model","score":0.4330439567565918},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.42756640911102295},{"id":"https://openalex.org/keywords/mathematical-morphology","display_name":"Mathematical morphology","score":0.4203472137451172},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39583757519721985},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.32702720165252686},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2568194270133972},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.21244782209396362}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7420790195465088},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6768131256103516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5850474238395691},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5828277468681335},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5675705671310425},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5443931818008423},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5376997590065002},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.49124377965927124},{"id":"https://openalex.org/C61224824","wikidata":"https://www.wikidata.org/wiki/Q2260434","display_name":"Mixture model","level":2,"score":0.4330439567565918},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.42756640911102295},{"id":"https://openalex.org/C185568154","wikidata":"https://www.wikidata.org/wiki/Q530242","display_name":"Mathematical morphology","level":4,"score":0.4203472137451172},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39583757519721985},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.32702720165252686},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2568194270133972},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.21244782209396362},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057188","descriptor_name":"Workflow","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1021/acs.jcim.0c00308","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.jcim.0c00308","pdf_url":null,"source":{"id":"https://openalex.org/S167262187","display_name":"Journal of Chemical Information and Modeling","issn_l":"1549-9596","issn":["1549-9596","1549-960X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Chemical Information and Modeling","raw_type":"journal-article"},{"id":"pmid:32526145","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32526145","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,"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 chemical information and modeling","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6100000143051147}],"awards":[{"id":"https://openalex.org/G6727935050","display_name":null,"funder_award_id":"DMR-1748198","funder_id":"https://openalex.org/F4320337367","funder_display_name":"Division of Materials Research"},{"id":"https://openalex.org/G7320125669","display_name":null,"funder_award_id":"DMR-1708317","funder_id":"https://openalex.org/F4320337367","funder_display_name":"Division of Materials Research"},{"id":"https://openalex.org/G7638888319","display_name":null,"funder_award_id":"1633216","funder_id":"https://openalex.org/F4320337368","funder_display_name":"Division of Graduate Education"}],"funders":[{"id":"https://openalex.org/F4320337367","display_name":"Division of Materials Research","ror":"https://ror.org/01pc7k308"},{"id":"https://openalex.org/F4320337368","display_name":"Division of Graduate Education","ror":"https://ror.org/00whkrf32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1652775531","https://openalex.org/W1952127610","https://openalex.org/W1969288380","https://openalex.org/W1970591037","https://openalex.org/W1997947072","https://openalex.org/W2010127852","https://openalex.org/W2015159529","https://openalex.org/W2019565343","https://openalex.org/W2022315563","https://openalex.org/W2027152118","https://openalex.org/W2039618794","https://openalex.org/W2051833562","https://openalex.org/W2054810869","https://openalex.org/W2069772816","https://openalex.org/W2070437656","https://openalex.org/W2073402040","https://openalex.org/W2087195352","https://openalex.org/W2091394385","https://openalex.org/W2101234009","https://openalex.org/W2140792555","https://openalex.org/W2152014464","https://openalex.org/W2152111901","https://openalex.org/W2171097843","https://openalex.org/W2246610016","https://openalex.org/W2313980624","https://openalex.org/W2318699162","https://openalex.org/W2322426357","https://openalex.org/W2337003914","https://openalex.org/W2419520039","https://openalex.org/W2468965001","https://openalex.org/W2475204250","https://openalex.org/W2509542722","https://openalex.org/W2510521183","https://openalex.org/W2515111921","https://openalex.org/W2525254816","https://openalex.org/W2550840417","https://openalex.org/W2559523846","https://openalex.org/W2604063239","https://openalex.org/W2625103029","https://openalex.org/W2626620820","https://openalex.org/W2735861114","https://openalex.org/W2744167265","https://openalex.org/W2758101581","https://openalex.org/W2763322320","https://openalex.org/W2768973137","https://openalex.org/W2787891218","https://openalex.org/W2791125023","https://openalex.org/W2793077529","https://openalex.org/W2798147852","https://openalex.org/W2800504162","https://openalex.org/W2804056022","https://openalex.org/W2807671328","https://openalex.org/W2889050546","https://openalex.org/W2889807395","https://openalex.org/W2893045803","https://openalex.org/W2899341660","https://openalex.org/W2900704646","https://openalex.org/W2911983371","https://openalex.org/W2913116269","https://openalex.org/W2913814582","https://openalex.org/W2916096286","https://openalex.org/W2916455373","https://openalex.org/W2916558930","https://openalex.org/W2928193004","https://openalex.org/W2944607843","https://openalex.org/W2965936382","https://openalex.org/W2982830820","https://openalex.org/W3003257820","https://openalex.org/W3099694905","https://openalex.org/W3103145119","https://openalex.org/W4255383393"],"related_works":["https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W1699080303","https://openalex.org/W4297799326","https://openalex.org/W3116064965","https://openalex.org/W2357143406","https://openalex.org/W4287027380","https://openalex.org/W3193760048","https://openalex.org/W4285822516"],"abstract_inverted_index":{"We":[0,60],"describe":[1,160],"an":[2],"open-source":[3],"and":[4,13,42,110,145,168,176,189,193],"widely":[5],"adaptable":[6,127],"Python":[7,32],"library":[8,34],"that":[9,136],"recognizes":[10],"morphological":[11,113],"features":[12],"domains":[14,114,149],"in":[15,94,150],"images":[16],"collected":[17,68],"via":[18],"scanning":[19,71,130],"probe":[20,131],"microscopy.":[21],"\u03c0-Conjugated":[22],"polymers":[23],"(CPs)":[24],"are":[25,108,126],"ideal":[26],"for":[27],"evaluating":[28],"the":[29,53,66,70,81,84,95,105,134,147,151,161,164,173,179],"Materials":[30],"Morphology":[31],"(m2py)":[33],"because":[35],"of":[36,40,48,55,83,155,163,178],"their":[37],"wide":[38],"range":[39],"morphologies":[41],"feature":[43],"sizes.":[44],"Using":[45],"thin":[46],"films":[47],"nanostructured":[49],"CPs,":[50],"we":[51],"demonstrate":[52],"functionality":[54],"a":[56,87],"general":[57],"m2py":[58,137],"workflow.":[59],"apply":[61],"numerical":[62],"methods":[63],"to":[64,79,128,142,159,186],"enhance":[65],"signals":[67],"by":[69,74],"probe,":[72],"followed":[73],"Principal":[75],"Component":[76],"Analysis":[77],"(PCA)":[78],"reduce":[80],"dimensionality":[82],"data.":[85],"Then,":[86],"Gaussian":[88],"Mixture":[89],"Model":[90],"segments":[91],"every":[92],"pixel":[93],"image":[96],"into":[97],"phases,":[98],"which":[99],"have":[100],"similar":[101],"material-property":[102],"signals.":[103],"Finally,":[104],"phase-labeled":[106],"pixels":[107],"grouped":[109],"labeled":[111],"as":[112,172],"using":[115,166],"either":[116],"connected":[117],"components":[118],"labeling":[119],"or":[120],"persistence":[121],"watershed":[122],"segmentation.":[123],"These":[124],"tools":[125],"any":[129],"measurement,":[132],"so":[133],"labels":[135],"generates":[138],"will":[139,183],"allow":[140],"researchers":[141,185],"individually":[143],"address":[144],"analyze":[146],"identified":[148],"image.":[152],"This":[153],"level":[154],"control,":[156],"allows":[157],"one":[158],"morphology":[162],"system":[165],"quantitative":[167],"statistical":[169],"descriptors":[170,182],"such":[171],"size,":[174],"distribution,":[175],"shape":[177],"domains.":[180],"Such":[181],"enable":[184],"quantitatively":[187],"track":[188],"compare":[190],"differences":[191],"within":[192],"between":[194],"samples.":[195]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
