Fast Detection and Classification of Microplastics by a Wide-Field Fourier Transform Raman Microscope Article Swipe
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1021/acs.est.5c00165
A number of applications require methods to detect with high spatial resolution and chemical specificity microplastics (MPs) extracted from different matrices. Here we introduce a wide-field hyperspectral Fourier transform Raman microscope for the rapid detection and identification of MPs. The instrument, based on a common-path birefringent interferometer, combines high spatial (∼1 μm) and spectral (∼23 cm-1) resolution with fast measurement times (∼15 min for a 100 kpixel image) and enables the suppression of sample fluorescence by a proper choice of the scan interval of the interferometer. After validating the instrument on MPs of commercial origin, we demonstrate its ability to detect MPs extracted from different matrices, by filtering seawater and pretreated gastrointestinal tracts of fish, and analyzing the MPs concentrated onto the filters. We expect that our microscope will enable high-quality, cost-effective, and rapid identification of MPs, fulfilling also the requirements of large-scale monitoring plans of different environmental matrices.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1021/acs.est.5c00165
- OA Status
- hybrid
- Cited By
- 6
- References
- 80
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4409947219
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4409947219Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1021/acs.est.5c00165Digital Object Identifier
- Title
-
Fast Detection and Classification of Microplastics by a Wide-Field Fourier Transform Raman MicroscopeWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-04-29Full publication date if available
- Authors
-
Benedetto Ardini, Lucia Pittura, Andrea Frontini, Maura Benedetti, Stefania Gorbi, Francesco Regoli, Giulio Cerullo, Gianluca Valentini, Cristian ManzoniList of authors in order
- Landing page
-
https://doi.org/10.1021/acs.est.5c00165Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.1021/acs.est.5c00165Direct OA link when available
- Concepts
-
Microplastics, Fourier transform, Raman spectroscopy, Fourier transform infrared spectroscopy, Microscope, Materials science, Environmental science, Environmental chemistry, Optics, Analytical Chemistry (journal), Chemistry, Physics, Quantum mechanicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
6Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 6Per-year citation counts (last 5 years)
- References (count)
-
80Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4409947219 |
|---|---|
| doi | https://doi.org/10.1021/acs.est.5c00165 |
| ids.doi | https://doi.org/10.1021/acs.est.5c00165 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/40297981 |
| ids.openalex | https://openalex.org/W4409947219 |
| fwci | 9.85161449 |
| mesh[0].qualifier_ui | Q000032 |
| mesh[0].descriptor_ui | D000080545 |
| mesh[0].is_major_topic | True |
| mesh[0].qualifier_name | analysis |
| mesh[0].descriptor_name | Microplastics |
| mesh[1].qualifier_ui | Q000145 |
| mesh[1].descriptor_ui | D000080545 |
| mesh[1].is_major_topic | True |
| mesh[1].qualifier_name | classification |
| mesh[1].descriptor_name | Microplastics |
| mesh[2].qualifier_ui | Q000379 |
| mesh[2].descriptor_ui | D013059 |
| mesh[2].is_major_topic | True |
| mesh[2].qualifier_name | methods |
| mesh[2].descriptor_name | Spectrum Analysis, Raman |
| mesh[3].qualifier_ui | Q000379 |
| mesh[3].descriptor_ui | D004784 |
| mesh[3].is_major_topic | False |
| mesh[3].qualifier_name | methods |
| mesh[3].descriptor_name | Environmental Monitoring |
| mesh[4].qualifier_ui | Q000379 |
| mesh[4].descriptor_ui | D008853 |
| mesh[4].is_major_topic | True |
| mesh[4].qualifier_name | methods |
| mesh[4].descriptor_name | Microscopy |
| mesh[5].qualifier_ui | Q000032 |
| mesh[5].descriptor_ui | D014874 |
| mesh[5].is_major_topic | True |
| mesh[5].qualifier_name | analysis |
| mesh[5].descriptor_name | Water Pollutants, Chemical |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D000818 |
| mesh[6].is_major_topic | False |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Animals |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D005583 |
| mesh[7].is_major_topic | False |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Fourier Analysis |
| mesh[8].qualifier_ui | |
| mesh[8].descriptor_ui | D005399 |
| mesh[8].is_major_topic | False |
| mesh[8].qualifier_name | |
| mesh[8].descriptor_name | Fishes |
| mesh[9].qualifier_ui | Q000737 |
| mesh[9].descriptor_ui | D012623 |
| mesh[9].is_major_topic | False |
| mesh[9].qualifier_name | chemistry |
| mesh[9].descriptor_name | Seawater |
| mesh[10].qualifier_ui | Q000032 |
| mesh[10].descriptor_ui | D000080545 |
| mesh[10].is_major_topic | True |
| mesh[10].qualifier_name | analysis |
| mesh[10].descriptor_name | Microplastics |
| mesh[11].qualifier_ui | Q000145 |
| mesh[11].descriptor_ui | D000080545 |
| mesh[11].is_major_topic | True |
| mesh[11].qualifier_name | classification |
| mesh[11].descriptor_name | Microplastics |
| mesh[12].qualifier_ui | Q000379 |
| mesh[12].descriptor_ui | D013059 |
| mesh[12].is_major_topic | True |
| mesh[12].qualifier_name | methods |
| mesh[12].descriptor_name | Spectrum Analysis, Raman |
| mesh[13].qualifier_ui | Q000379 |
| mesh[13].descriptor_ui | D004784 |
| mesh[13].is_major_topic | False |
| mesh[13].qualifier_name | methods |
| mesh[13].descriptor_name | Environmental Monitoring |
| mesh[14].qualifier_ui | Q000379 |
| mesh[14].descriptor_ui | D008853 |
| mesh[14].is_major_topic | True |
| mesh[14].qualifier_name | methods |
| mesh[14].descriptor_name | Microscopy |
| mesh[15].qualifier_ui | Q000032 |
| mesh[15].descriptor_ui | D014874 |
| mesh[15].is_major_topic | True |
| mesh[15].qualifier_name | analysis |
| mesh[15].descriptor_name | Water Pollutants, Chemical |
| mesh[16].qualifier_ui | |
| mesh[16].descriptor_ui | D000818 |
| mesh[16].is_major_topic | False |
| mesh[16].qualifier_name | |
| mesh[16].descriptor_name | Animals |
| mesh[17].qualifier_ui | |
| mesh[17].descriptor_ui | D005583 |
| mesh[17].is_major_topic | False |
| mesh[17].qualifier_name | |
| mesh[17].descriptor_name | Fourier Analysis |
| mesh[18].qualifier_ui | |
| mesh[18].descriptor_ui | D005399 |
| mesh[18].is_major_topic | False |
| mesh[18].qualifier_name | |
| mesh[18].descriptor_name | Fishes |
| mesh[19].qualifier_ui | Q000737 |
| mesh[19].descriptor_ui | D012623 |
| mesh[19].is_major_topic | False |
| mesh[19].qualifier_name | chemistry |
| mesh[19].descriptor_name | Seawater |
| mesh[20].qualifier_ui | Q000032 |
| mesh[20].descriptor_ui | D000080545 |
| mesh[20].is_major_topic | True |
| mesh[20].qualifier_name | analysis |
| mesh[20].descriptor_name | Microplastics |
| mesh[21].qualifier_ui | Q000145 |
| mesh[21].descriptor_ui | D000080545 |
| mesh[21].is_major_topic | True |
| mesh[21].qualifier_name | classification |
| mesh[21].descriptor_name | Microplastics |
| mesh[22].qualifier_ui | Q000379 |
| mesh[22].descriptor_ui | D013059 |
| mesh[22].is_major_topic | True |
| mesh[22].qualifier_name | methods |
| mesh[22].descriptor_name | Spectrum Analysis, Raman |
| mesh[23].qualifier_ui | Q000379 |
| mesh[23].descriptor_ui | D004784 |
| mesh[23].is_major_topic | False |
| mesh[23].qualifier_name | methods |
| mesh[23].descriptor_name | Environmental Monitoring |
| mesh[24].qualifier_ui | Q000379 |
| mesh[24].descriptor_ui | D008853 |
| mesh[24].is_major_topic | True |
| mesh[24].qualifier_name | methods |
| mesh[24].descriptor_name | Microscopy |
| mesh[25].qualifier_ui | Q000032 |
| mesh[25].descriptor_ui | D014874 |
| mesh[25].is_major_topic | True |
| mesh[25].qualifier_name | analysis |
| mesh[25].descriptor_name | Water Pollutants, Chemical |
| mesh[26].qualifier_ui | |
| mesh[26].descriptor_ui | D000818 |
| mesh[26].is_major_topic | False |
| mesh[26].qualifier_name | |
| mesh[26].descriptor_name | Animals |
| mesh[27].qualifier_ui | |
| mesh[27].descriptor_ui | D005583 |
| mesh[27].is_major_topic | False |
| mesh[27].qualifier_name | |
| mesh[27].descriptor_name | Fourier Analysis |
| mesh[28].qualifier_ui | |
| mesh[28].descriptor_ui | D005399 |
| mesh[28].is_major_topic | False |
| mesh[28].qualifier_name | |
| mesh[28].descriptor_name | Fishes |
| mesh[29].qualifier_ui | Q000737 |
| mesh[29].descriptor_ui | D012623 |
| mesh[29].is_major_topic | False |
| mesh[29].qualifier_name | chemistry |
| mesh[29].descriptor_name | Seawater |
| type | article |
| title | Fast Detection and Classification of Microplastics by a Wide-Field Fourier Transform Raman Microscope |
| awards[0].id | https://openalex.org/G1351469099 |
| awards[0].funder_id | https://openalex.org/F4320331528 |
| awards[0].display_name | |
| awards[0].funder_award_id | I54I20000220001 |
| awards[0].funder_display_name | Ministero dell'Università e della Ricerca |
| awards[1].id | https://openalex.org/G6567806590 |
| awards[1].funder_id | https://openalex.org/F4320331528 |
| awards[1].display_name | |
| awards[1].funder_award_id | IR0000016 |
| awards[1].funder_display_name | Ministero dell'Università e della Ricerca |
| awards[2].id | https://openalex.org/G1796851086 |
| awards[2].funder_id | https://openalex.org/F4320338448 |
| awards[2].display_name | ulTRafast hOlograPHic FTIR microscopY |
| awards[2].funder_award_id | 101047137 |
| awards[2].funder_display_name | HORIZON EUROPE European Innovation Council |
| awards[3].id | https://openalex.org/G4472791734 |
| awards[3].funder_id | https://openalex.org/F4320331528 |
| awards[3].display_name | |
| awards[3].funder_award_id | I33C22001300007 |
| awards[3].funder_display_name | Ministero dell'Università e della Ricerca |
| awards[4].id | https://openalex.org/G6481666284 |
| awards[4].funder_id | https://openalex.org/F4320331528 |
| awards[4].display_name | |
| awards[4].funder_award_id | I35F18000760005 |
| awards[4].funder_display_name | Ministero dell'Università e della Ricerca |
| awards[5].id | https://openalex.org/G740934105 |
| awards[5].funder_id | https://openalex.org/F4320331528 |
| awards[5].display_name | |
| awards[5].funder_award_id | D2B8D520 |
| awards[5].funder_display_name | Ministero dell'Università e della Ricerca |
| awards[6].id | https://openalex.org/G4211002930 |
| awards[6].funder_id | https://openalex.org/F4320331528 |
| awards[6].display_name | |
| awards[6].funder_award_id | CN 00000033 |
| awards[6].funder_display_name | Ministero dell'Università e della Ricerca |
| biblio.issue | 18 |
| biblio.volume | 59 |
| biblio.last_page | 9264 |
| biblio.first_page | 9255 |
| topics[0].id | https://openalex.org/T10753 |
| topics[0].field.id | https://openalex.org/fields/23 |
| topics[0].field.display_name | Environmental Science |
| topics[0].score | 0.9998000264167786 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2310 |
| topics[0].subfield.display_name | Pollution |
| topics[0].display_name | Microplastics and Plastic Pollution |
| topics[1].id | https://openalex.org/T12017 |
| topics[1].field.id | https://openalex.org/fields/23 |
| topics[1].field.display_name | Environmental Science |
| topics[1].score | 0.963100016117096 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2311 |
| topics[1].subfield.display_name | Industrial and Manufacturing Engineering |
| topics[1].display_name | Recycling and Waste Management Techniques |
| topics[2].id | https://openalex.org/T11393 |
| topics[2].field.id | https://openalex.org/fields/22 |
| topics[2].field.display_name | Engineering |
| topics[2].score | 0.9598000049591064 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2204 |
| topics[2].subfield.display_name | Biomedical Engineering |
| topics[2].display_name | Biosensors and Analytical Detection |
| funders[0].id | https://openalex.org/F4320331528 |
| funders[0].ror | |
| funders[0].display_name | Ministero dell'Università e della Ricerca |
| funders[1].id | https://openalex.org/F4320338448 |
| funders[1].ror | |
| funders[1].display_name | HORIZON EUROPE European Innovation Council |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C2780401329 |
| concepts[0].level | 2 |
| concepts[0].score | 0.962243914604187 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q6839919 |
| concepts[0].display_name | Microplastics |
| concepts[1].id | https://openalex.org/C102519508 |
| concepts[1].level | 2 |
| concepts[1].score | 0.5835665464401245 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q6520159 |
| concepts[1].display_name | Fourier transform |
| concepts[2].id | https://openalex.org/C40003534 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5558171272277832 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q862228 |
| concepts[2].display_name | Raman spectroscopy |
| concepts[3].id | https://openalex.org/C160892712 |
| concepts[3].level | 2 |
| concepts[3].score | 0.4777792692184448 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q901559 |
| concepts[3].display_name | Fourier transform infrared spectroscopy |
| concepts[4].id | https://openalex.org/C67649825 |
| concepts[4].level | 2 |
| concepts[4].score | 0.46367523074150085 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q196538 |
| concepts[4].display_name | Microscope |
| concepts[5].id | https://openalex.org/C192562407 |
| concepts[5].level | 0 |
| concepts[5].score | 0.4070044457912445 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q228736 |
| concepts[5].display_name | Materials science |
| concepts[6].id | https://openalex.org/C39432304 |
| concepts[6].level | 0 |
| concepts[6].score | 0.3936251401901245 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q188847 |
| concepts[6].display_name | Environmental science |
| concepts[7].id | https://openalex.org/C107872376 |
| concepts[7].level | 1 |
| concepts[7].score | 0.32849496603012085 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q321355 |
| concepts[7].display_name | Environmental chemistry |
| concepts[8].id | https://openalex.org/C120665830 |
| concepts[8].level | 1 |
| concepts[8].score | 0.32060813903808594 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q14620 |
| concepts[8].display_name | Optics |
| concepts[9].id | https://openalex.org/C113196181 |
| concepts[9].level | 2 |
| concepts[9].score | 0.32023850083351135 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q485223 |
| concepts[9].display_name | Analytical Chemistry (journal) |
| concepts[10].id | https://openalex.org/C185592680 |
| concepts[10].level | 0 |
| concepts[10].score | 0.26714444160461426 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q2329 |
| concepts[10].display_name | Chemistry |
| concepts[11].id | https://openalex.org/C121332964 |
| concepts[11].level | 0 |
| concepts[11].score | 0.26069319248199463 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q413 |
| concepts[11].display_name | Physics |
| concepts[12].id | https://openalex.org/C62520636 |
| concepts[12].level | 1 |
| concepts[12].score | 0.0 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q944 |
| concepts[12].display_name | Quantum mechanics |
| keywords[0].id | https://openalex.org/keywords/microplastics |
| keywords[0].score | 0.962243914604187 |
| keywords[0].display_name | Microplastics |
| keywords[1].id | https://openalex.org/keywords/fourier-transform |
| keywords[1].score | 0.5835665464401245 |
| keywords[1].display_name | Fourier transform |
| keywords[2].id | https://openalex.org/keywords/raman-spectroscopy |
| keywords[2].score | 0.5558171272277832 |
| keywords[2].display_name | Raman spectroscopy |
| keywords[3].id | https://openalex.org/keywords/fourier-transform-infrared-spectroscopy |
| keywords[3].score | 0.4777792692184448 |
| keywords[3].display_name | Fourier transform infrared spectroscopy |
| keywords[4].id | https://openalex.org/keywords/microscope |
| keywords[4].score | 0.46367523074150085 |
| keywords[4].display_name | Microscope |
| keywords[5].id | https://openalex.org/keywords/materials-science |
| keywords[5].score | 0.4070044457912445 |
| keywords[5].display_name | Materials science |
| keywords[6].id | https://openalex.org/keywords/environmental-science |
| keywords[6].score | 0.3936251401901245 |
| keywords[6].display_name | Environmental science |
| keywords[7].id | https://openalex.org/keywords/environmental-chemistry |
| keywords[7].score | 0.32849496603012085 |
| keywords[7].display_name | Environmental chemistry |
| keywords[8].id | https://openalex.org/keywords/optics |
| keywords[8].score | 0.32060813903808594 |
| keywords[8].display_name | Optics |
| keywords[9].id | https://openalex.org/keywords/analytical-chemistry |
| keywords[9].score | 0.32023850083351135 |
| keywords[9].display_name | Analytical Chemistry (journal) |
| keywords[10].id | https://openalex.org/keywords/chemistry |
| keywords[10].score | 0.26714444160461426 |
| keywords[10].display_name | Chemistry |
| keywords[11].id | https://openalex.org/keywords/physics |
| keywords[11].score | 0.26069319248199463 |
| keywords[11].display_name | Physics |
| language | en |
| locations[0].id | doi:10.1021/acs.est.5c00165 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S13479253 |
| locations[0].source.issn | 0013-936X, 1520-5851 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 0013-936X |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Environmental Science & Technology |
| locations[0].source.host_organization | https://openalex.org/P4310320006 |
| locations[0].source.host_organization_name | American Chemical Society |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320006 |
| locations[0].source.host_organization_lineage_names | American Chemical Society |
| locations[0].license | cc-by |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Environmental Science & Technology |
| locations[0].landing_page_url | https://doi.org/10.1021/acs.est.5c00165 |
| locations[1].id | pmid:40297981 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Environmental science & technology |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/40297981 |
| locations[2].id | pmh:oai:iris.univpm.it:11566/349556 |
| locations[2].is_oa | True |
| locations[2].source.id | https://openalex.org/S4306402571 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | Università Politecnica delle Marche (Università Politecnica delle Marche) |
| locations[2].source.host_organization | https://openalex.org/I122534668 |
| locations[2].source.host_organization_name | Marche Polytechnic University |
| locations[2].source.host_organization_lineage | https://openalex.org/I122534668 |
| locations[2].license | cc-by |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | info:eu-repo/semantics/article |
| locations[2].license_id | https://openalex.org/licenses/cc-by |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | |
| locations[2].landing_page_url | https://hdl.handle.net/11566/349556 |
| locations[3].id | pmh:oai:pubmedcentral.nih.gov:12080255 |
| locations[3].is_oa | True |
| locations[3].source.id | https://openalex.org/S2764455111 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | PubMed Central |
| locations[3].source.host_organization | https://openalex.org/I1299303238 |
| locations[3].source.host_organization_name | National Institutes of Health |
| locations[3].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[3].license | cc-by |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | Text |
| locations[3].license_id | https://openalex.org/licenses/cc-by |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | Environ Sci Technol |
| locations[3].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/12080255 |
| indexed_in | crossref, pubmed |
| authorships[0].author.id | https://openalex.org/A5034721515 |
| authorships[0].author.orcid | https://orcid.org/0000-0003-2188-5867 |
| authorships[0].author.display_name | Benedetto Ardini |
| authorships[0].countries | IT |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I93860229 |
| authorships[0].affiliations[0].raw_affiliation_string | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[0].institutions[0].id | https://openalex.org/I93860229 |
| authorships[0].institutions[0].ror | https://ror.org/01nffqt88 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I93860229 |
| authorships[0].institutions[0].country_code | IT |
| authorships[0].institutions[0].display_name | Politecnico di Milano |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Benedetto Ardini |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[1].author.id | https://openalex.org/A5042623268 |
| authorships[1].author.orcid | https://orcid.org/0000-0001-7508-469X |
| authorships[1].author.display_name | Lucia Pittura |
| authorships[1].countries | CR, IT |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I4210109505 |
| authorships[1].affiliations[0].raw_affiliation_string | Dipartimento di Scienze della Vita e dell’Ambiente |
| authorships[1].affiliations[1].institution_ids | https://openalex.org/I122534668 |
| authorships[1].affiliations[1].raw_affiliation_string | Università Politecnica delle Marche |
| authorships[1].affiliations[2].institution_ids | https://openalex.org/I4210123346 |
| authorships[1].affiliations[2].raw_affiliation_string | NBFC, National Biodiversity Future Center |
| authorships[1].institutions[0].id | https://openalex.org/I4210123346 |
| authorships[1].institutions[0].ror | https://ror.org/02s4dhq46 |
| authorships[1].institutions[0].type | nonprofit |
| authorships[1].institutions[0].lineage | https://openalex.org/I4210123346 |
| authorships[1].institutions[0].country_code | CR |
| authorships[1].institutions[0].display_name | National Biodiversity Institute |
| authorships[1].institutions[1].id | https://openalex.org/I4210109505 |
| authorships[1].institutions[1].ror | https://ror.org/017epgn33 |
| authorships[1].institutions[1].type | company |
| authorships[1].institutions[1].lineage | https://openalex.org/I4210109505 |
| authorships[1].institutions[1].country_code | IT |
| authorships[1].institutions[1].display_name | Ambiente Italia (Italy) |
| authorships[1].institutions[2].id | https://openalex.org/I122534668 |
| authorships[1].institutions[2].ror | https://ror.org/00x69rs40 |
| authorships[1].institutions[2].type | education |
| authorships[1].institutions[2].lineage | https://openalex.org/I122534668 |
| authorships[1].institutions[2].country_code | IT |
| authorships[1].institutions[2].display_name | Marche Polytechnic University |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Lucia Pittura |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Dipartimento di Scienze della Vita e dell’Ambiente, NBFC, National Biodiversity Future Center, Università Politecnica delle Marche |
| authorships[2].author.id | https://openalex.org/A5063319666 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-7381-4107 |
| authorships[2].author.display_name | Andrea Frontini |
| authorships[2].countries | IT |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I4210109505 |
| authorships[2].affiliations[0].raw_affiliation_string | Dipartimento di Scienze della Vita e dell’Ambiente |
| authorships[2].affiliations[1].institution_ids | https://openalex.org/I122534668 |
| authorships[2].affiliations[1].raw_affiliation_string | Università Politecnica delle Marche |
| authorships[2].institutions[0].id | https://openalex.org/I4210109505 |
| authorships[2].institutions[0].ror | https://ror.org/017epgn33 |
| authorships[2].institutions[0].type | company |
| authorships[2].institutions[0].lineage | https://openalex.org/I4210109505 |
| authorships[2].institutions[0].country_code | IT |
| authorships[2].institutions[0].display_name | Ambiente Italia (Italy) |
| authorships[2].institutions[1].id | https://openalex.org/I122534668 |
| authorships[2].institutions[1].ror | https://ror.org/00x69rs40 |
| authorships[2].institutions[1].type | education |
| authorships[2].institutions[1].lineage | https://openalex.org/I122534668 |
| authorships[2].institutions[1].country_code | IT |
| authorships[2].institutions[1].display_name | Marche Polytechnic University |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Andrea Frontini |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Dipartimento di Scienze della Vita e dell’Ambiente, Università Politecnica delle Marche |
| authorships[3].author.id | https://openalex.org/A5057813559 |
| authorships[3].author.orcid | https://orcid.org/0000-0003-0803-3846 |
| authorships[3].author.display_name | Maura Benedetti |
| authorships[3].countries | CR, IT |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I4210123346 |
| authorships[3].affiliations[0].raw_affiliation_string | NBFC, National Biodiversity Future Center |
| authorships[3].affiliations[1].institution_ids | https://openalex.org/I4210109505 |
| authorships[3].affiliations[1].raw_affiliation_string | Dipartimento di Scienze della Vita e dell’Ambiente |
| authorships[3].affiliations[2].institution_ids | https://openalex.org/I122534668 |
| authorships[3].affiliations[2].raw_affiliation_string | Università Politecnica delle Marche |
| authorships[3].institutions[0].id | https://openalex.org/I4210123346 |
| authorships[3].institutions[0].ror | https://ror.org/02s4dhq46 |
| authorships[3].institutions[0].type | nonprofit |
| authorships[3].institutions[0].lineage | https://openalex.org/I4210123346 |
| authorships[3].institutions[0].country_code | CR |
| authorships[3].institutions[0].display_name | National Biodiversity Institute |
| authorships[3].institutions[1].id | https://openalex.org/I4210109505 |
| authorships[3].institutions[1].ror | https://ror.org/017epgn33 |
| authorships[3].institutions[1].type | company |
| authorships[3].institutions[1].lineage | https://openalex.org/I4210109505 |
| authorships[3].institutions[1].country_code | IT |
| authorships[3].institutions[1].display_name | Ambiente Italia (Italy) |
| authorships[3].institutions[2].id | https://openalex.org/I122534668 |
| authorships[3].institutions[2].ror | https://ror.org/00x69rs40 |
| authorships[3].institutions[2].type | education |
| authorships[3].institutions[2].lineage | https://openalex.org/I122534668 |
| authorships[3].institutions[2].country_code | IT |
| authorships[3].institutions[2].display_name | Marche Polytechnic University |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Maura Benedetti |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Dipartimento di Scienze della Vita e dell’Ambiente, NBFC, National Biodiversity Future Center, Università Politecnica delle Marche |
| authorships[4].author.id | https://openalex.org/A5088363068 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-4232-2652 |
| authorships[4].author.display_name | Stefania Gorbi |
| authorships[4].countries | CR, IT |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I122534668 |
| authorships[4].affiliations[0].raw_affiliation_string | Università Politecnica delle Marche |
| authorships[4].affiliations[1].institution_ids | https://openalex.org/I4210109505 |
| authorships[4].affiliations[1].raw_affiliation_string | Dipartimento di Scienze della Vita e dell’Ambiente |
| authorships[4].affiliations[2].institution_ids | https://openalex.org/I4210123346 |
| authorships[4].affiliations[2].raw_affiliation_string | NBFC, National Biodiversity Future Center |
| authorships[4].institutions[0].id | https://openalex.org/I4210123346 |
| authorships[4].institutions[0].ror | https://ror.org/02s4dhq46 |
| authorships[4].institutions[0].type | nonprofit |
| authorships[4].institutions[0].lineage | https://openalex.org/I4210123346 |
| authorships[4].institutions[0].country_code | CR |
| authorships[4].institutions[0].display_name | National Biodiversity Institute |
| authorships[4].institutions[1].id | https://openalex.org/I4210109505 |
| authorships[4].institutions[1].ror | https://ror.org/017epgn33 |
| authorships[4].institutions[1].type | company |
| authorships[4].institutions[1].lineage | https://openalex.org/I4210109505 |
| authorships[4].institutions[1].country_code | IT |
| authorships[4].institutions[1].display_name | Ambiente Italia (Italy) |
| authorships[4].institutions[2].id | https://openalex.org/I122534668 |
| authorships[4].institutions[2].ror | https://ror.org/00x69rs40 |
| authorships[4].institutions[2].type | education |
| authorships[4].institutions[2].lineage | https://openalex.org/I122534668 |
| authorships[4].institutions[2].country_code | IT |
| authorships[4].institutions[2].display_name | Marche Polytechnic University |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Stefania Gorbi |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Dipartimento di Scienze della Vita e dell’Ambiente, NBFC, National Biodiversity Future Center, Università Politecnica delle Marche |
| authorships[5].author.id | https://openalex.org/A5077697062 |
| authorships[5].author.orcid | https://orcid.org/0000-0001-6084-6188 |
| authorships[5].author.display_name | Francesco Regoli |
| authorships[5].countries | CR, IT |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I4210109505 |
| authorships[5].affiliations[0].raw_affiliation_string | Dipartimento di Scienze della Vita e dell’Ambiente |
| authorships[5].affiliations[1].institution_ids | https://openalex.org/I122534668 |
| authorships[5].affiliations[1].raw_affiliation_string | Università Politecnica delle Marche |
| authorships[5].affiliations[2].institution_ids | https://openalex.org/I4210123346 |
| authorships[5].affiliations[2].raw_affiliation_string | NBFC, National Biodiversity Future Center |
| authorships[5].institutions[0].id | https://openalex.org/I4210123346 |
| authorships[5].institutions[0].ror | https://ror.org/02s4dhq46 |
| authorships[5].institutions[0].type | nonprofit |
| authorships[5].institutions[0].lineage | https://openalex.org/I4210123346 |
| authorships[5].institutions[0].country_code | CR |
| authorships[5].institutions[0].display_name | National Biodiversity Institute |
| authorships[5].institutions[1].id | https://openalex.org/I4210109505 |
| authorships[5].institutions[1].ror | https://ror.org/017epgn33 |
| authorships[5].institutions[1].type | company |
| authorships[5].institutions[1].lineage | https://openalex.org/I4210109505 |
| authorships[5].institutions[1].country_code | IT |
| authorships[5].institutions[1].display_name | Ambiente Italia (Italy) |
| authorships[5].institutions[2].id | https://openalex.org/I122534668 |
| authorships[5].institutions[2].ror | https://ror.org/00x69rs40 |
| authorships[5].institutions[2].type | education |
| authorships[5].institutions[2].lineage | https://openalex.org/I122534668 |
| authorships[5].institutions[2].country_code | IT |
| authorships[5].institutions[2].display_name | Marche Polytechnic University |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Francesco Regoli |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Dipartimento di Scienze della Vita e dell’Ambiente, NBFC, National Biodiversity Future Center, Università Politecnica delle Marche |
| authorships[6].author.id | https://openalex.org/A5050383612 |
| authorships[6].author.orcid | https://orcid.org/0000-0002-9534-2702 |
| authorships[6].author.display_name | Giulio Cerullo |
| authorships[6].countries | IT |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I4210134310 |
| authorships[6].affiliations[0].raw_affiliation_string | IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[6].affiliations[1].institution_ids | https://openalex.org/I93860229 |
| authorships[6].affiliations[1].raw_affiliation_string | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[6].institutions[0].id | https://openalex.org/I4210134310 |
| authorships[6].institutions[0].ror | https://ror.org/049ebw417 |
| authorships[6].institutions[0].type | facility |
| authorships[6].institutions[0].lineage | https://openalex.org/I4210134310, https://openalex.org/I4210155236 |
| authorships[6].institutions[0].country_code | IT |
| authorships[6].institutions[0].display_name | Istituto di Fotonica e Nanotecnologie |
| authorships[6].institutions[1].id | https://openalex.org/I93860229 |
| authorships[6].institutions[1].ror | https://ror.org/01nffqt88 |
| authorships[6].institutions[1].type | education |
| authorships[6].institutions[1].lineage | https://openalex.org/I93860229 |
| authorships[6].institutions[1].country_code | IT |
| authorships[6].institutions[1].display_name | Politecnico di Milano |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Giulio Cerullo |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy, IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[7].author.id | https://openalex.org/A5014482226 |
| authorships[7].author.orcid | https://orcid.org/0000-0002-6340-3021 |
| authorships[7].author.display_name | Gianluca Valentini |
| authorships[7].countries | IT |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I4210134310 |
| authorships[7].affiliations[0].raw_affiliation_string | IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[7].affiliations[1].institution_ids | https://openalex.org/I93860229 |
| authorships[7].affiliations[1].raw_affiliation_string | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[7].institutions[0].id | https://openalex.org/I4210134310 |
| authorships[7].institutions[0].ror | https://ror.org/049ebw417 |
| authorships[7].institutions[0].type | facility |
| authorships[7].institutions[0].lineage | https://openalex.org/I4210134310, https://openalex.org/I4210155236 |
| authorships[7].institutions[0].country_code | IT |
| authorships[7].institutions[0].display_name | Istituto di Fotonica e Nanotecnologie |
| authorships[7].institutions[1].id | https://openalex.org/I93860229 |
| authorships[7].institutions[1].ror | https://ror.org/01nffqt88 |
| authorships[7].institutions[1].type | education |
| authorships[7].institutions[1].lineage | https://openalex.org/I93860229 |
| authorships[7].institutions[1].country_code | IT |
| authorships[7].institutions[1].display_name | Politecnico di Milano |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Gianluca Valentini |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano20133, Italy, IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[8].author.id | https://openalex.org/A5024438920 |
| authorships[8].author.orcid | https://orcid.org/0000-0002-4169-8869 |
| authorships[8].author.display_name | Cristian Manzoni |
| authorships[8].countries | IT |
| authorships[8].affiliations[0].institution_ids | https://openalex.org/I4210134310 |
| authorships[8].affiliations[0].raw_affiliation_string | IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| authorships[8].institutions[0].id | https://openalex.org/I4210134310 |
| authorships[8].institutions[0].ror | https://ror.org/049ebw417 |
| authorships[8].institutions[0].type | facility |
| authorships[8].institutions[0].lineage | https://openalex.org/I4210134310, https://openalex.org/I4210155236 |
| authorships[8].institutions[0].country_code | IT |
| authorships[8].institutions[0].display_name | Istituto di Fotonica e Nanotecnologie |
| authorships[8].author_position | last |
| authorships[8].raw_author_name | Cristian Manzoni |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | IFN-CNR, Istituto di Fotonica e Nanotecnologie, Piazza Leonardo da Vinci 32, Milano20133, Italy |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.1021/acs.est.5c00165 |
| open_access.oa_status | hybrid |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Fast Detection and Classification of Microplastics by a Wide-Field Fourier Transform Raman Microscope |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10753 |
| primary_topic.field.id | https://openalex.org/fields/23 |
| primary_topic.field.display_name | Environmental Science |
| primary_topic.score | 0.9998000264167786 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2310 |
| primary_topic.subfield.display_name | Pollution |
| primary_topic.display_name | Microplastics and Plastic Pollution |
| related_works | https://openalex.org/W4366956929, https://openalex.org/W4292702250, https://openalex.org/W3137432639, https://openalex.org/W4313424063, https://openalex.org/W3008604706, https://openalex.org/W2922519157, https://openalex.org/W4293363595, https://openalex.org/W3178461849, https://openalex.org/W2983998730, https://openalex.org/W3131968902 |
| cited_by_count | 6 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 6 |
| locations_count | 4 |
| best_oa_location.id | doi:10.1021/acs.est.5c00165 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S13479253 |
| best_oa_location.source.issn | 0013-936X, 1520-5851 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 0013-936X |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Environmental Science & Technology |
| best_oa_location.source.host_organization | https://openalex.org/P4310320006 |
| best_oa_location.source.host_organization_name | American Chemical Society |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320006 |
| best_oa_location.source.host_organization_lineage_names | American Chemical Society |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Environmental Science & Technology |
| best_oa_location.landing_page_url | https://doi.org/10.1021/acs.est.5c00165 |
| primary_location.id | doi:10.1021/acs.est.5c00165 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S13479253 |
| primary_location.source.issn | 0013-936X, 1520-5851 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 0013-936X |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Environmental Science & Technology |
| primary_location.source.host_organization | https://openalex.org/P4310320006 |
| primary_location.source.host_organization_name | American Chemical Society |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320006 |
| primary_location.source.host_organization_lineage_names | American Chemical Society |
| primary_location.license | cc-by |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Environmental Science & Technology |
| primary_location.landing_page_url | https://doi.org/10.1021/acs.est.5c00165 |
| publication_date | 2025-04-29 |
| publication_year | 2025 |
| referenced_works | https://openalex.org/W2984919965, https://openalex.org/W4405540999, https://openalex.org/W3108814662, https://openalex.org/W4229445939, https://openalex.org/W4392520497, https://openalex.org/W4307965114, https://openalex.org/W2925016239, https://openalex.org/W3078750124, https://openalex.org/W3040583638, https://openalex.org/W3003825264, https://openalex.org/W2805849778, https://openalex.org/W2898049818, https://openalex.org/W2966967676, https://openalex.org/W3092691492, https://openalex.org/W2572128147, https://openalex.org/W2856517393, https://openalex.org/W2925152992, https://openalex.org/W3107721993, https://openalex.org/W2969762450, https://openalex.org/W4366773885, https://openalex.org/W4283380964, https://openalex.org/W4389038252, https://openalex.org/W4308496878, https://openalex.org/W4392355610, https://openalex.org/W4393239993, https://openalex.org/W4402513262, https://openalex.org/W2803337465, https://openalex.org/W4388616784, https://openalex.org/W3093704141, https://openalex.org/W4211152096, https://openalex.org/W3192509445, https://openalex.org/W2789438661, https://openalex.org/W3191758880, https://openalex.org/W3127872859, https://openalex.org/W3157156599, https://openalex.org/W3010017993, https://openalex.org/W4367628069, https://openalex.org/W1970104226, https://openalex.org/W2594771918, https://openalex.org/W2010234682, https://openalex.org/W2114486983, https://openalex.org/W4399022992, https://openalex.org/W4376132366, https://openalex.org/W4284977560, https://openalex.org/W2991773504, https://openalex.org/W4293251536, https://openalex.org/W1966932121, https://openalex.org/W1972992582, https://openalex.org/W3200620658, https://openalex.org/W1973662416, https://openalex.org/W2409765153, https://openalex.org/W2006321893, https://openalex.org/W2137395495, https://openalex.org/W2953296882, https://openalex.org/W4384562421, https://openalex.org/W4224325074, https://openalex.org/W3134265767, https://openalex.org/W4300962717, https://openalex.org/W4390616772, https://openalex.org/W2594008143, https://openalex.org/W4383093021, https://openalex.org/W4294740774, https://openalex.org/W2003497319, https://openalex.org/W1981216406, https://openalex.org/W2365566590, https://openalex.org/W3126571851, https://openalex.org/W4281867850, https://openalex.org/W4284989378, https://openalex.org/W2985058518, https://openalex.org/W2033229655, https://openalex.org/W1989513966, https://openalex.org/W4402105921, https://openalex.org/W4400107487, https://openalex.org/W3014729837, https://openalex.org/W3210068001, https://openalex.org/W3180052810, https://openalex.org/W2218932787, https://openalex.org/W2528340666, https://openalex.org/W4243354023, https://openalex.org/W278181544 |
| referenced_works_count | 80 |
| abstract_inverted_index.A | 0 |
| abstract_inverted_index.a | 24, 43, 64, 76 |
| abstract_inverted_index.We | 123 |
| abstract_inverted_index.by | 75, 106 |
| abstract_inverted_index.of | 2, 37, 72, 79, 83, 92, 113, 135, 141, 145 |
| abstract_inverted_index.on | 42, 90 |
| abstract_inverted_index.to | 6, 99 |
| abstract_inverted_index.we | 22, 95 |
| abstract_inverted_index.100 | 65 |
| abstract_inverted_index.MPs | 91, 101, 118 |
| abstract_inverted_index.The | 39 |
| abstract_inverted_index.and | 12, 35, 52, 68, 109, 115, 132 |
| abstract_inverted_index.for | 31, 63 |
| abstract_inverted_index.its | 97 |
| abstract_inverted_index.min | 62 |
| abstract_inverted_index.our | 126 |
| abstract_inverted_index.the | 32, 70, 80, 84, 88, 117, 121, 139 |
| abstract_inverted_index.Here | 21 |
| abstract_inverted_index.MPs, | 136 |
| abstract_inverted_index.MPs. | 38 |
| abstract_inverted_index.also | 138 |
| abstract_inverted_index.fast | 58 |
| abstract_inverted_index.from | 18, 103 |
| abstract_inverted_index.high | 9, 48 |
| abstract_inverted_index.onto | 120 |
| abstract_inverted_index.scan | 81 |
| abstract_inverted_index.that | 125 |
| abstract_inverted_index.will | 128 |
| abstract_inverted_index.with | 8, 57 |
| abstract_inverted_index.μm) | 51 |
| abstract_inverted_index.(MPs) | 16 |
| abstract_inverted_index.(∼1 | 50 |
| abstract_inverted_index.After | 86 |
| abstract_inverted_index.Raman | 29 |
| abstract_inverted_index.based | 41 |
| abstract_inverted_index.fish, | 114 |
| abstract_inverted_index.plans | 144 |
| abstract_inverted_index.rapid | 33, 133 |
| abstract_inverted_index.times | 60 |
| abstract_inverted_index.(∼15 | 61 |
| abstract_inverted_index.(∼23 | 54 |
| abstract_inverted_index.choice | 78 |
| abstract_inverted_index.detect | 7, 100 |
| abstract_inverted_index.enable | 129 |
| abstract_inverted_index.expect | 124 |
| abstract_inverted_index.image) | 67 |
| abstract_inverted_index.kpixel | 66 |
| abstract_inverted_index.number | 1 |
| abstract_inverted_index.proper | 77 |
| abstract_inverted_index.sample | 73 |
| abstract_inverted_index.tracts | 112 |
| abstract_inverted_index.Fourier | 27 |
| abstract_inverted_index.ability | 98 |
| abstract_inverted_index.enables | 69 |
| abstract_inverted_index.methods | 5 |
| abstract_inverted_index.origin, | 94 |
| abstract_inverted_index.require | 4 |
| abstract_inverted_index.spatial | 10, 49 |
| abstract_inverted_index.chemical | 13 |
| abstract_inverted_index.combines | 47 |
| abstract_inverted_index.filters. | 122 |
| abstract_inverted_index.interval | 82 |
| abstract_inverted_index.seawater | 108 |
| abstract_inverted_index.spectral | 53 |
| abstract_inverted_index.analyzing | 116 |
| abstract_inverted_index.detection | 34 |
| abstract_inverted_index.different | 19, 104, 146 |
| abstract_inverted_index.extracted | 17, 102 |
| abstract_inverted_index.filtering | 107 |
| abstract_inverted_index.introduce | 23 |
| abstract_inverted_index.matrices, | 105 |
| abstract_inverted_index.matrices. | 20, 148 |
| abstract_inverted_index.transform | 28 |
| abstract_inverted_index.commercial | 93 |
| abstract_inverted_index.fulfilling | 137 |
| abstract_inverted_index.instrument | 89 |
| abstract_inverted_index.microscope | 30, 127 |
| abstract_inverted_index.monitoring | 143 |
| abstract_inverted_index.pretreated | 110 |
| abstract_inverted_index.resolution | 11, 56 |
| abstract_inverted_index.validating | 87 |
| abstract_inverted_index.wide-field | 25 |
| abstract_inverted_index.common-path | 44 |
| abstract_inverted_index.demonstrate | 96 |
| abstract_inverted_index.instrument, | 40 |
| abstract_inverted_index.large-scale | 142 |
| abstract_inverted_index.measurement | 59 |
| abstract_inverted_index.specificity | 14 |
| abstract_inverted_index.suppression | 71 |
| abstract_inverted_index.applications | 3 |
| abstract_inverted_index.birefringent | 45 |
| abstract_inverted_index.concentrated | 119 |
| abstract_inverted_index.fluorescence | 74 |
| abstract_inverted_index.requirements | 140 |
| abstract_inverted_index.environmental | 147 |
| abstract_inverted_index.high-quality, | 130 |
| abstract_inverted_index.hyperspectral | 26 |
| abstract_inverted_index.microplastics | 15 |
| abstract_inverted_index.identification | 36, 134 |
| abstract_inverted_index.cost-effective, | 131 |
| abstract_inverted_index.interferometer, | 46 |
| abstract_inverted_index.interferometer. | 85 |
| abstract_inverted_index.cm<sup>-1</sup>) | 55 |
| abstract_inverted_index.gastrointestinal | 111 |
| cited_by_percentile_year.max | 99 |
| cited_by_percentile_year.min | 98 |
| countries_distinct_count | 2 |
| institutions_distinct_count | 9 |
| citation_normalized_percentile.value | 0.9566381 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |