{"id":"https://openalex.org/W7225830760","doi":"https://doi.org/10.1002/app.71788","title":"Image\u2010Derived Structure\u2013Morphology\u2013Activity Relationships in Cu\u2013Zn Mixed Metal Oxide/Poly(Glycidyl Methacrylate) Nanocomposites","display_name":"Image\u2010Derived Structure\u2013Morphology\u2013Activity Relationships in Cu\u2013Zn Mixed Metal Oxide/Poly(Glycidyl Methacrylate) Nanocomposites","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225830760","doi":"https://doi.org/10.1002/app.71788"},"language":"en","primary_location":{"id":"doi:10.1002/app.71788","doi":"https://doi.org/10.1002/app.71788","is_oa":false,"landing_page_url":"https://doi.org/10.1002/app.71788","pdf_url":null,"source":{"id":"https://openalex.org/S200764475","display_name":"Journal of Applied Polymer Science","issn_l":"0021-8995","issn":["0021-8995","1097-4628"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","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 Applied Polymer Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5017764850","display_name":"Neelamegan Haridharan","orcid":"https://orcid.org/0000-0003-0737-9837","observed_orcids":["https://orcid.org/0000-0003-0737-9837"]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Haridharan Neelamegan","raw_affiliation_strings":["Department of Chemistry Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai Tamilnadu India"],"raw_orcid":"https://orcid.org/0000-0003-0737-9837","affiliations":[{"raw_affiliation_string":"Department of Chemistry Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai Tamilnadu India","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116723051","display_name":"Venkata Shivakumar Remella","orcid":"https://orcid.org/0009-0005-7836-6525","observed_orcids":["https://orcid.org/0009-0005-7836-6525"]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Venkata Shivakumar Remella","raw_affiliation_strings":["Department of Chemistry Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai Tamilnadu India","VenShiMer Inc  Chennai Tamilnadu India"],"raw_orcid":"https://orcid.org/0009-0005-7836-6525","affiliations":[{"raw_affiliation_string":"Department of Chemistry Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai Tamilnadu India","institution_ids":["https://openalex.org/I1330855593"]},{"raw_affiliation_string":"VenShiMer Inc  Chennai Tamilnadu India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062233193","display_name":"Malarvizhi Nithya","orcid":"https://orcid.org/0000-0001-7242-525X","observed_orcids":["https://orcid.org/0000-0001-7242-525X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"N. Malarvizhi","raw_affiliation_strings":["Department of Chemistry GuruNanak College  Chennai Tamilnadu India"],"raw_orcid":"https://orcid.org/0000-0001-7242-525X","affiliations":[{"raw_affiliation_string":"Department of Chemistry GuruNanak College  Chennai Tamilnadu India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5017764850"],"corresponding_institution_ids":["https://openalex.org/I1330855593"],"apc_list":{"value":4140,"currency":"USD","value_usd":4140},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10079","display_name":"Nanoparticles: synthesis and applications","score":0.5702999830245972,"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"}},"topics":[{"id":"https://openalex.org/T10079","display_name":"Nanoparticles: synthesis and applications","score":0.5702999830245972,"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/T12526","display_name":"Antimicrobial agents and applications","score":0.3637999892234802,"subfield":{"id":"https://openalex.org/subfields/2402","display_name":"Applied Microbiology and Biotechnology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12416","display_name":"Polymer Nanocomposite Synthesis and Irradiation","score":0.03669999912381172,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5666999816894531},{"id":"https://openalex.org/C92880739","wikidata":"https://www.wikidata.org/wiki/Q2639556","display_name":"Nanocomposite","level":2,"score":0.5058000087738037},{"id":"https://openalex.org/C26771246","wikidata":"https://www.wikidata.org/wiki/Q321095","display_name":"Scanning electron microscope","level":2,"score":0.492900013923645},{"id":"https://openalex.org/C2778517922","wikidata":"https://www.wikidata.org/wiki/Q7140482","display_name":"Particle (ecology)","level":2,"score":0.48260000348091125},{"id":"https://openalex.org/C160892712","wikidata":"https://www.wikidata.org/wiki/Q901559","display_name":"Fourier transform infrared spectroscopy","level":2,"score":0.4771000146865845},{"id":"https://openalex.org/C187530423","wikidata":"https://www.wikidata.org/wiki/Q7140503","display_name":"Particle size","level":2,"score":0.4632999897003174},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.37560001015663147},{"id":"https://openalex.org/C113196181","wikidata":"https://www.wikidata.org/wiki/Q485223","display_name":"Analytical Chemistry (journal)","level":2,"score":0.3749000132083893},{"id":"https://openalex.org/C60448018","wikidata":"https://www.wikidata.org/wiki/Q2054937","display_name":"Particle-size distribution","level":3,"score":0.374099999666214},{"id":"https://openalex.org/C137637335","wikidata":"https://www.wikidata.org/wiki/Q899604","display_name":"Crystallite","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3425000011920929},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C199289684","wikidata":"https://www.wikidata.org/wiki/Q83353","display_name":"Mineralogy","level":1,"score":0.2906999886035919},{"id":"https://openalex.org/C521977710","wikidata":"https://www.wikidata.org/wiki/Q81163","display_name":"Polymer","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C2780104969","wikidata":"https://www.wikidata.org/wiki/Q4774530","display_name":"Antibacterial activity","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C499950583","wikidata":"https://www.wikidata.org/wiki/Q183252","display_name":"Morphology (biology)","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C3231350","wikidata":"https://www.wikidata.org/wiki/Q3870164","display_name":"Polymer nanocomposite","level":3,"score":0.275299996137619},{"id":"https://openalex.org/C2777922577","wikidata":"https://www.wikidata.org/wiki/Q146243","display_name":"Polystyrene","level":3,"score":0.2709999978542328},{"id":"https://openalex.org/C65597285","wikidata":"https://www.wikidata.org/wiki/Q5090469","display_name":"Chemical imaging","level":3,"score":0.26429998874664307},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C155672457","wikidata":"https://www.wikidata.org/wiki/Q61231","display_name":"Nanoparticle","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C150581940","wikidata":"https://www.wikidata.org/wiki/Q622205","display_name":"Specific surface area","level":3,"score":0.25450000166893005},{"id":"https://openalex.org/C6648577","wikidata":"https://www.wikidata.org/wiki/Q622669","display_name":"Porosity","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/app.71788","doi":"https://doi.org/10.1002/app.71788","is_oa":false,"landing_page_url":"https://doi.org/10.1002/app.71788","pdf_url":null,"source":{"id":"https://openalex.org/S200764475","display_name":"Journal of Applied Polymer Science","issn_l":"0021-8995","issn":["0021-8995","1097-4628"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","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 Applied Polymer Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1141969290","https://openalex.org/W1976468890","https://openalex.org/W1979165191","https://openalex.org/W1986086122","https://openalex.org/W2060842309","https://openalex.org/W2116384075","https://openalex.org/W2163150808","https://openalex.org/W2537786790","https://openalex.org/W2607448005","https://openalex.org/W2688362373","https://openalex.org/W2751834375","https://openalex.org/W2760892774","https://openalex.org/W2791694917","https://openalex.org/W2808171724","https://openalex.org/W2910505060","https://openalex.org/W2979302899","https://openalex.org/W2987339998","https://openalex.org/W3006256268","https://openalex.org/W3032630303","https://openalex.org/W3109709163","https://openalex.org/W3118412068","https://openalex.org/W3181005754","https://openalex.org/W4210859139","https://openalex.org/W4211069957","https://openalex.org/W4281726387","https://openalex.org/W4283747409","https://openalex.org/W4311551355","https://openalex.org/W4367182912","https://openalex.org/W4368405062","https://openalex.org/W4379141458","https://openalex.org/W4385753233","https://openalex.org/W4388766815","https://openalex.org/W4401844528","https://openalex.org/W4402494061","https://openalex.org/W4404905927","https://openalex.org/W4406251988","https://openalex.org/W4407838775","https://openalex.org/W4408930670","https://openalex.org/W4410119018","https://openalex.org/W4416407454","https://openalex.org/W4416757066"],"related_works":[],"abstract_inverted_index":{"ABSTRACT":[0],"Cu\u2013Zn":[1],"mixed":[2],"metal":[3],"oxide/poly(glycidyl":[4],"methacrylate)":[5],"(PGMA)":[6],"nanocomposites":[7],"were":[8,69,73],"synthesized":[9],"by":[10,14],"alkaline":[11],"precipitation":[12],"followed":[13],"copper\u2010mediated":[15],"controlled":[16],"radical":[17],"polymerization":[18],"and":[19,28,46,57,80,86,96,104,148,162,191],"evaluated":[20],"against":[21],"Escherichia":[22],"coli":[23,168],",":[24,27],"Staphylococcus":[25],"aureus":[26],"Bacillus":[29],"subtilis":[30],".":[31,169],"Fourier":[32],"transform":[33],"infrared":[34],"spectroscopy,":[35],"X\u2010ray":[36],"diffraction,":[37],"scanning":[38],"electron":[39],"microscopy":[40],"(SEM),":[41],"particle":[42],"size":[43,118],"distribution":[44],"analysis,":[45],"agar":[47],"well":[48],"diffusion":[49],"assays":[50],"supported":[51,121],"oxide":[52],"formation,":[53],"crystallinity,":[54],"hierarchical":[55],"aggregation,":[56],"concentration\u2010dependent":[58],"antibacterial":[59,163],"activity.":[60],"To":[61],"strengthen":[62],"structure\u2013morphology\u2013activity":[63],"interpretation":[64],"when":[65],"raw":[66],"instrumental":[67],"data":[68,82,119],"unavailable,":[70],"quantitative":[71],"descriptors":[72,109],"extracted":[74],"from":[75],"reported":[76],"figures.":[77],"Digitized":[78],"spectroscopic":[79],"diffraction":[81],"constrained":[83],"phase":[84],"identity":[85],"crystallite":[87],"size,":[88,101],"while":[89,181],"contrast\u2010limited":[90],"adaptive":[91],"histogram":[92],"equalization\u2010assisted":[93],"SEM":[94],"processing":[95],"morphology\u2010based":[97],"segmentation":[98],"quantified":[99],"domain":[100],"number":[102],"density,":[103],"projected":[105],"segmented\u2010area":[106],"fraction.":[107],"These":[108],"characterize":[110],"mesoscale":[111,142],"morphology":[112],"rather":[113],"than":[114],"elemental":[115],"composition.":[116],"Particle":[117],"further":[120],"aggregation":[122],"across":[123],"multiple":[124],"length":[125],"scales.":[126],"An":[127],"Effective":[128],"Accessible":[129],"Surface":[130],"Index":[131],"(EASI)":[132],"was":[133],"introduced":[134],"as":[135],"a":[136,183],"relative":[137],"geometric":[138],"measure":[139],"of":[140,146],"apparent":[141,159],"accessibility.":[143],"Exploratory":[144],"comparison":[145],"EASI":[147],"delivered\u2010dose":[149],"parameters":[150],"with":[151],"inhibition":[152],"zones":[153],"indicated":[154],"an":[155],"association":[156],"between":[157,186],"dispersion,":[158],"morphological":[160,187],"accessibility,":[161],"response,":[164],"particularly":[165],"for":[166],"E.":[167],"This":[170],"uncertainty\u2010aware":[171],"framework":[172],"demonstrates":[173],"how":[174],"image\u2010derived":[175],"metrics":[176],"can":[177],"complement":[178],"conventional":[179],"characterization":[180],"maintaining":[182],"clear":[184],"distinction":[185],"segmentation,":[188],"chemical":[189],"mapping,":[190],"causal":[192],"mechanistic":[193],"interpretation.":[194]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
