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Pregled bibliografske jedinice broj: 1083414

Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth


Osmani, Aziz; Par, Matej; Škrabić, Marko; Vodanović, Marin; Gamulin, Ozren
Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth // Applied Spectroscopy, 74 (2020), 12; 1473-1485 doi:10.1177/0003702820905903 (međunarodna recenzija, članak, znanstveni)


CROSBI ID: 1083414 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth

Autori
Osmani, Aziz ; Par, Matej ; Škrabić, Marko ; Vodanović, Marin ; Gamulin, Ozren

Izvornik
Applied Spectroscopy (0003-7028) 74 (2020), 12; 1473-1485

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
raman spectrometry ; principal component analysis ; PCA ; principal component regression ; PCR ; age determination ; forensic dentistry

Sažetak
Raman spectra of mineralized tooth tissues were used to build a principal component regression (PCR) age determination model for forensic application. A sample of 71 teeth was obtained from donors aging from 11 to 76 years. No particular selection criteria were applied ; teeth affected with various pathological processes were deliberately included to simulate a realistic forensic scenario. In order to comply with the nondestructive specimen handling, Raman spectra were collected from tooth surfaces without any previous preparation. Different tooth tissues were evaluated by collecting the spectra from three distinct sites: tooth crown, tooth neck, and root apex. Whole recorded spectra (3500–200 cm−1) were used for principal component analysis and building of the age determination model using PCR. The predictive capabilities of the obtained age determination models varied according to the spectra collection site. Optimal age determination was attained by using Raman spectra collected from cementum at root apex (R2 values of 0.84 and 0.71 for male and female donors, respectively). For optimal performance of that model, male and female donors had to be analyzed separately, as merging both genders into a single model considerably diminished its predictive capability (R2 = 0.29).

Izvorni jezik
Engleski

Znanstvena područja
Fizika, Dentalna medicina



POVEZANOST RADA


Ustanove:
Stomatološki fakultet, Zagreb,
Medicinski fakultet, Zagreb

Profili:

Avatar Url Ozren Gamulin (autor)

Avatar Url Matej Par (autor)

Avatar Url Marin Vodanović (autor)

Avatar Url Marko Škrabić (autor)

Poveznice na cjeloviti tekst rada:

doi journals.sagepub.com

Citiraj ovu publikaciju:

Osmani, Aziz; Par, Matej; Škrabić, Marko; Vodanović, Marin; Gamulin, Ozren
Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth // Applied Spectroscopy, 74 (2020), 12; 1473-1485 doi:10.1177/0003702820905903 (međunarodna recenzija, članak, znanstveni)
Osmani, A., Par, M., Škrabić, M., Vodanović, M. & Gamulin, O. (2020) Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth. Applied Spectroscopy, 74 (12), 1473-1485 doi:10.1177/0003702820905903.
@article{article, author = {Osmani, Aziz and Par, Matej and \v{S}krabi\'{c}, Marko and Vodanovi\'{c}, Marin and Gamulin, Ozren}, year = {2020}, pages = {1473-1485}, DOI = {10.1177/0003702820905903}, keywords = {raman spectrometry, principal component analysis, PCA, principal component regression, PCR, age determination, forensic dentistry}, journal = {Applied Spectroscopy}, doi = {10.1177/0003702820905903}, volume = {74}, number = {12}, issn = {0003-7028}, title = {Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth}, keyword = {raman spectrometry, principal component analysis, PCA, principal component regression, PCR, age determination, forensic dentistry} }
@article{article, author = {Osmani, Aziz and Par, Matej and \v{S}krabi\'{c}, Marko and Vodanovi\'{c}, Marin and Gamulin, Ozren}, year = {2020}, pages = {1473-1485}, DOI = {10.1177/0003702820905903}, keywords = {raman spectrometry, principal component analysis, PCA, principal component regression, PCR, age determination, forensic dentistry}, journal = {Applied Spectroscopy}, doi = {10.1177/0003702820905903}, volume = {74}, number = {12}, issn = {0003-7028}, title = {Principal Component Regression for Forensic Age Determination Using the Raman Spectra of Teeth}, keyword = {raman spectrometry, principal component analysis, PCA, principal component regression, PCR, age determination, forensic dentistry} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus
  • MEDLINE


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