Potential of NIRS Technology for the Determination of Cannabinoid Content in Industrial Hemp (Cannabis sativa L.)
Industrial hemp (Cannabis sativa L.) is a plant native to Asia, and is considered to be a primary source of food, textile fiber, and medicines. It is characterized by containing minimal concentrations of delta-9 tetrahydrocannabidol (THC), which is the main psychoactive chemical component, and canna...
Saved in:
Published in: | Agronomy (Basel) Vol. 12; no. 4; p. 938 |
---|---|
Main Authors: | , , , , , |
Format: | Journal Article |
Language: | English |
Published: |
Basel
MDPI AG
01-04-2022
|
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Abstract | Industrial hemp (Cannabis sativa L.) is a plant native to Asia, and is considered to be a primary source of food, textile fiber, and medicines. It is characterized by containing minimal concentrations of delta-9 tetrahydrocannabidol (THC), which is the main psychoactive chemical component, and cannabidiol (CBD), a non-psychoactive substance. In most European countries, the maximum concentration legally allowed for cultivation is 0.2% of THC, and it is currently under debate whether to increase this level to 0.3%. Moreover, in many countries its production is being regularized and legalized, increasing the need for a rapid analysis method. The present work evaluated the cannabinoid content in hemp (Cannabis sativa L.) using near infrared spectroscopy (NIRS) technology in combination with chemometric techniques. For this, several samples of the Kompolti variety were analyzed. Samples were dried and ground, and the content of total THC (%) and total CBD (%) was determined by high performance liquid chromatography (HPLC) with a diode array detector as reference measurements, and then the spectra were collected by NIRS. Principal component analysis and partial least square regression models were developed. Good coefficients of determination of cross-validation of 0.77 for THC and CBD, and a ratio of prediction to deviation >2 for total THC and CBD, were achieved. The results obtained show that NIRS technology has potential for the quantitative determination of cannabinoids. Therefore, this analytical method would allow a simpler, more robust, precise, and sustainable estimation than the current HPLC approach. |
---|---|
AbstractList | Industrial hemp (Cannabis sativa L.) is a plant native to Asia, and is considered to be a primary source of food, textile fiber, and medicines. It is characterized by containing minimal concentrations of delta-9 tetrahydrocannabidol (THC), which is the main psychoactive chemical component, and cannabidiol (CBD), a non-psychoactive substance. In most European countries, the maximum concentration legally allowed for cultivation is 0.2% of THC, and it is currently under debate whether to increase this level to 0.3%. Moreover, in many countries its production is being regularized and legalized, increasing the need for a rapid analysis method. The present work evaluated the cannabinoid content in hemp (Cannabis sativa L.) using near infrared spectroscopy (NIRS) technology in combination with chemometric techniques. For this, several samples of the Kompolti variety were analyzed. Samples were dried and ground, and the content of total THC (%) and total CBD (%) was determined by high performance liquid chromatography (HPLC) with a diode array detector as reference measurements, and then the spectra were collected by NIRS. Principal component analysis and partial least square regression models were developed. Good coefficients of determination of cross-validation of 0.77 for THC and CBD, and a ratio of prediction to deviation >2 for total THC and CBD, were achieved. The results obtained show that NIRS technology has potential for the quantitative determination of cannabinoids. Therefore, this analytical method would allow a simpler, more robust, precise, and sustainable estimation than the current HPLC approach. |
Author | Zambrana, Paula C. Pérez-Roncal, Claudia Ábrego, Andrés Jarén, Carmen López-Maestresalas, Ainara Arazuri, Silvia |
Author_xml | – sequence: 1 givenname: Carmen orcidid: 0000-0003-3103-7255 surname: Jarén fullname: Jarén, Carmen – sequence: 2 givenname: Paula C. surname: Zambrana fullname: Zambrana, Paula C. – sequence: 3 givenname: Claudia orcidid: 0000-0002-3338-2100 surname: Pérez-Roncal fullname: Pérez-Roncal, Claudia – sequence: 4 givenname: Ainara orcidid: 0000-0001-6636-0752 surname: López-Maestresalas fullname: López-Maestresalas, Ainara – sequence: 5 givenname: Andrés orcidid: 0000-0001-5378-0256 surname: Ábrego fullname: Ábrego, Andrés – sequence: 6 givenname: Silvia orcidid: 0000-0003-2300-7419 surname: Arazuri fullname: Arazuri, Silvia |
BookMark | eNpdkU1PGzEQhi1EJT7KvUdLXOAQ6o81ax9RoCVS1FZAz9asdzY4SjzB3lTKv-8uQQgxlxmN3nlmXs0JO0yUkLFvUlxp7cR3WGRKtN5JJSrhtD1gx0rUelJpZw4_1EfsrJSlGMJJbUV9zF7-UI-pj7Di1PFfs4dH_oThOdGKFjveUeb9M_Jb7DGvY4I-UhqFU0gJmpgotnxKaUTwmPgstdvS55F2j-sNv3jTFV6G0X_A51eXX9mXDlYFz97yKfv74-5pej-Z__45m97MJ0G5yk5ca1Bhg9YZUTkjg9YaoFKNsi3KwQCoxonO2GqwoiWaSjed7GxorLhG0ehTNttzW4Kl3-S4hrzzBNG_NigvPOQ-hhX64BpdA9jWtaqqgwEhuxoDitbWIM3IOt-zNpletlh6v6RtTsP5Xl0bNZynrBpUYq8KmUrJ2L1vlcKPf_Kf_6T_A6UfiLY |
CitedBy_id | crossref_primary_10_1016_j_indcrop_2024_118184 crossref_primary_10_3390_ijms232314531 crossref_primary_10_1002_pca_3374 crossref_primary_10_1016_j_compag_2022_107387 crossref_primary_10_1016_j_compag_2023_108551 crossref_primary_10_3390_s23052607 crossref_primary_10_1080_15440478_2024_2369186 crossref_primary_10_3390_appliedchem3040033 crossref_primary_10_1016_j_indcrop_2022_116137 crossref_primary_10_3390_plants13060833 |
Cites_doi | 10.1016/0731-7085(91)80188-F 10.1201/b11894 10.1155/2012/274903 10.1016/j.compag.2012.03.008 10.1111/j.1365-2389.2009.01219.x 10.1002/pca.2979 10.1366/0003702894202201 10.1016/j.saa.2016.09.040 10.18820/9781928480310 10.1055/s-0028-1112220 10.1016/j.jpba.2021.114270 10.1016/j.talanta.2018.07.085 10.1055/s-2006-950060 10.1177/0967033517702395 10.1093/oso/9780190846848.001.0001 10.1016/j.trac.2004.11.023 10.1002/dta.2865 10.1016/j.aca.2019.08.042 10.1016/j.saa.2020.119422 10.1016/j.talanta.2019.120672 10.1016/j.biosystemseng.2005.05.001 10.1016/S0034-4257(98)00002-9 10.1016/j.jpba.2021.114150 10.1016/j.trac.2009.07.007 10.1016/j.talanta.2017.02.026 10.1080/014311699211778 10.1016/j.geoderma.2008.04.007 10.1016/j.forc.2017.02.001 10.1021/acs.jnatprod.1c00557 10.1111/j.1476-5381.2011.01238.x 10.1007/s10681-004-4753-z 10.1016/j.postharvbio.2007.06.024 |
ContentType | Journal Article |
Copyright | 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
DBID | AAYXX CITATION 3V. 7SN 7SS 7ST 7T7 7TM 7X2 8FD 8FE 8FH 8FK ABUWG AFKRA ATCPS AZQEC BENPR BHPHI C1K CCPQU DWQXO FR3 GNUQQ HCIFZ M0K P64 PATMY PIMPY PQEST PQQKQ PQUKI PYCSY SOI DOA |
DOI | 10.3390/agronomy12040938 |
DatabaseName | CrossRef ProQuest Central (Corporate) Ecology Abstracts Entomology Abstracts (Full archive) Environment Abstracts Industrial and Applied Microbiology Abstracts (Microbiology A) Nucleic Acids Abstracts Agricultural Science Collection Technology Research Database ProQuest SciTech Collection ProQuest Natural Science Collection ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central Agricultural & Environmental Science Collection ProQuest Central Essentials AUTh Library subscriptions: ProQuest Central ProQuest Natural Science Collection Environmental Sciences and Pollution Management ProQuest One Community College ProQuest Central Engineering Research Database ProQuest Central Student SciTech Premium Collection Agricultural Science Database Biotechnology and BioEngineering Abstracts Environmental Science Database Publicly Available Content Database (Proquest) (PQ_SDU_P3) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic ProQuest One Academic UKI Edition Environmental Science Collection Environment Abstracts Directory of Open Access Journals |
DatabaseTitle | CrossRef Agricultural Science Database Publicly Available Content Database ProQuest Central Student Technology Research Database ProQuest Central Essentials Nucleic Acids Abstracts ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection Environmental Sciences and Pollution Management ProQuest Central Natural Science Collection ProQuest Central Korea Agricultural & Environmental Science Collection Industrial and Applied Microbiology Abstracts (Microbiology A) ProQuest One Academic Eastern Edition Agricultural Science Collection ProQuest SciTech Collection Ecology Abstracts Biotechnology and BioEngineering Abstracts Environmental Science Collection Entomology Abstracts ProQuest One Academic UKI Edition Environmental Science Database Engineering Research Database ProQuest One Academic Environment Abstracts ProQuest Central (Alumni) |
DatabaseTitleList | Agricultural Science Database CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: Directory of Open Access Journals url: http://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Agriculture |
EISSN | 2073-4395 |
ExternalDocumentID | oai_doaj_org_article_c9b37aa8d9d247c5a01f7ece0d87a15b 10_3390_agronomy12040938 |
GroupedDBID | 2XV 5VS 7X2 7XC 8FE 8FH AADQD AAFWJ AAHBH AAYXX ABDBF ADBBV AFKRA AFPKN AFZYC ALMA_UNASSIGNED_HOLDINGS ATCPS BCNDV BENPR BHPHI CCPQU CITATION ECGQY GROUPED_DOAJ HCIFZ IAO ITC KQ8 M0K MODMG M~E OK1 OZF PATMY PIMPY PROAC PYCSY 3V. 7SN 7SS 7ST 7T7 7TM 8FD 8FK ABUWG AZQEC C1K DWQXO FR3 GNUQQ P64 PQEST PQQKQ PQUKI SOI |
ID | FETCH-LOGICAL-c2948-9d5e2ebe89504951c333aa42b28de1009a2b90f58491331e543bf1f8cb806e0b3 |
IEDL.DBID | DOA |
ISSN | 2073-4395 |
IngestDate | Tue Oct 22 14:57:20 EDT 2024 Mon Nov 04 14:26:32 EST 2024 Wed Jul 31 12:37:42 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 4 |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c2948-9d5e2ebe89504951c333aa42b28de1009a2b90f58491331e543bf1f8cb806e0b3 |
ORCID | 0000-0001-6636-0752 0000-0003-3103-7255 0000-0003-2300-7419 0000-0002-3338-2100 0000-0001-5378-0256 |
OpenAccessLink | https://doaj.org/article/c9b37aa8d9d247c5a01f7ece0d87a15b |
PQID | 2652951282 |
PQPubID | 2032440 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_c9b37aa8d9d247c5a01f7ece0d87a15b proquest_journals_2652951282 crossref_primary_10_3390_agronomy12040938 |
PublicationCentury | 2000 |
PublicationDate | 2022-04-01 |
PublicationDateYYYYMMDD | 2022-04-01 |
PublicationDate_xml | – month: 04 year: 2022 text: 2022-04-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | Basel |
PublicationPlace_xml | – name: Basel |
PublicationTitle | Agronomy (Basel) |
PublicationYear | 2022 |
Publisher | MDPI AG |
Publisher_xml | – name: MDPI AG |
References | Borille (ref_12) 2017; 173 Toonen (ref_13) 2004; 140 Duchateau (ref_15) 2020; 12 Warner (ref_9) 2017; 3 ref_35 ref_34 Barnes (ref_24) 1989; 43 ref_33 Ertlen (ref_31) 2010; 61 Casano (ref_6) 2018; 190 Brown (ref_5) 2019; 1088 ref_19 Zeaiter (ref_23) 2005; 24 ref_18 Cozzolino (ref_8) 2009; 75 Daughtry (ref_11) 1998; 64 ref_17 Rinnan (ref_28) 2009; 28 Williams (ref_32) 2017; 25 Buddenbaum (ref_25) 2012; 2012 Datt (ref_26) 1999; 20 Geskovski (ref_40) 2021; 251 Beullens (ref_21) 2007; 46 Martens (ref_27) 1991; 9 Deidda (ref_37) 2021; 202 Chen (ref_38) 2021; 84 Wilson (ref_10) 2006; 72 Jamshidi (ref_29) 2012; 85 Armenta (ref_14) 2017; 167 Russo (ref_2) 2011; 163 Risoluti (ref_16) 2020; 211 ref_22 Saeys (ref_36) 2005; 91 ref_20 Vasques (ref_30) 2008; 146 ref_1 ref_3 Cirrincione (ref_39) 2021; 204 ref_4 Valinger (ref_7) 2021; 32 |
References_xml | – volume: 9 start-page: 625 year: 1991 ident: ref_27 article-title: Extended multiplicative signal correction and spectral interference subtraction: New preprocessing methods for near infrared spectroscopy publication-title: J. Pharm. Biomed. Anal. doi: 10.1016/0731-7085(91)80188-F contributor: fullname: Martens – ident: ref_34 doi: 10.1201/b11894 – ident: ref_3 – volume: 2012 start-page: 274903 year: 2012 ident: ref_25 article-title: The effects of spectral pretreatments on chemometric analyses of soil profiles using laboratory imaging spectroscopy publication-title: Appl. Environ. Soil Sci. doi: 10.1155/2012/274903 contributor: fullname: Buddenbaum – volume: 85 start-page: 64 year: 2012 ident: ref_29 article-title: Reflectance Vis/NIR spectroscopy for nondestructive taste characterization of Valencia oranges publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2012.03.008 contributor: fullname: Jamshidi – volume: 61 start-page: 207 year: 2010 ident: ref_31 article-title: Discriminating between organic matter in soil from grass and forest by near-infrared spectroscopy publication-title: Eur. J. Soil Sci. doi: 10.1111/j.1365-2389.2009.01219.x contributor: fullname: Ertlen – volume: 32 start-page: 326 year: 2021 ident: ref_7 article-title: Development of ANN models based on combined UV-vis-NIR spectra for rapid quantification of physical and chemical properties of industrial hemp extracts publication-title: Phytochem. Anal doi: 10.1002/pca.2979 contributor: fullname: Valinger – volume: 43 start-page: 772 year: 1989 ident: ref_24 article-title: Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra publication-title: Appl. Spectrosc. doi: 10.1366/0003702894202201 contributor: fullname: Barnes – ident: ref_18 – volume: 173 start-page: 318 year: 2017 ident: ref_12 article-title: Near infrared spectroscopy combined with chemometrics for growth stage classification of cannabis cultivated in a greenhouse from seized seeds publication-title: Spectrochim. Acta—Part A Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2016.09.040 contributor: fullname: Borille – ident: ref_35 doi: 10.18820/9781928480310 – volume: 75 start-page: 746 year: 2009 ident: ref_8 article-title: Near infrared spectroscopy in natural products analysis publication-title: Planta Med. doi: 10.1055/s-0028-1112220 contributor: fullname: Cozzolino – volume: 204 start-page: 114270 year: 2021 ident: ref_39 article-title: Discriminating different Cannabis sativa L. chemotypes using attenuated total reflectance-infrared (ATR-FTIR) spectroscopy: A proof of concept publication-title: J. Pharm. Biomed. Anal. doi: 10.1016/j.jpba.2021.114270 contributor: fullname: Cirrincione – volume: 190 start-page: 147 year: 2018 ident: ref_6 article-title: The potential of near infrared spectroscopy to estimate the content of cannabinoids in Cannabis sativa L.: A comparative study publication-title: Talanta doi: 10.1016/j.talanta.2018.07.085 contributor: fullname: Casano – volume: 72 start-page: P_260 year: 2006 ident: ref_10 article-title: The use of near infrared spectroscopy to discriminate between THC-rich and hemp forms of Cannabis publication-title: Planta Med. doi: 10.1055/s-2006-950060 contributor: fullname: Wilson – volume: 25 start-page: 85 year: 2017 ident: ref_32 article-title: Tutorial: Items to be included in a report on a near infrared spectroscopy project publication-title: J. Near Infrared Spectrosc. doi: 10.1177/0967033517702395 contributor: fullname: Williams – ident: ref_4 – ident: ref_33 – ident: ref_1 doi: 10.1093/oso/9780190846848.001.0001 – volume: 24 start-page: 437 year: 2005 ident: ref_23 article-title: Robustness of models developed by multivariate calibration. Part II: The influence of pre-processing methods publication-title: TrAC Trends Anal. Chem. doi: 10.1016/j.trac.2004.11.023 contributor: fullname: Zeaiter – volume: 12 start-page: 1309 year: 2020 ident: ref_15 article-title: Discrimination of legal and illegal Cannabis spp. according to European legislation using near infrared spectroscopy and chemometrics publication-title: Drug Test. Anal. doi: 10.1002/dta.2865 contributor: fullname: Duchateau – volume: 1088 start-page: 79 year: 2019 ident: ref_5 article-title: Validated quantitative cannabis profiling for Canadian regulatory compliance—Cannabinoids, aflatoxins, and terpenes publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2019.08.042 contributor: fullname: Brown – volume: 251 start-page: 119422 year: 2021 ident: ref_40 article-title: Mid-infrared spectroscopy as process analytical technology tool for estimation of THC and CBD content in Cannabis flowers and extracts publication-title: Spectrochim. Acta Part A Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2020.119422 contributor: fullname: Geskovski – volume: 211 start-page: 120672 year: 2020 ident: ref_16 article-title: Monitoring of cannabinoids in hemp flours by MicroNIR/Chemometrics publication-title: Talanta doi: 10.1016/j.talanta.2019.120672 contributor: fullname: Risoluti – volume: 91 start-page: 393 year: 2005 ident: ref_36 article-title: Potential for onsite and online analysis of pig manure using visible and near infrared reflectance spectroscopy publication-title: Biosyst. Eng. doi: 10.1016/j.biosystemseng.2005.05.001 contributor: fullname: Saeys – volume: 64 start-page: 192 year: 1998 ident: ref_11 article-title: Spectral discrimination of Cannabis sativa L. leaves and canopies publication-title: Remote Sens. Environ. doi: 10.1016/S0034-4257(98)00002-9 contributor: fullname: Daughtry – volume: 202 start-page: 114150 year: 2021 ident: ref_37 article-title: New perspective for the in-field analysis of cannabis samples using handheld near-infrared spectroscopy: A case study focusing on the determination of Δ9-tetrahydrocannabinol publication-title: J. Pharm. Biomed. Anal. doi: 10.1016/j.jpba.2021.114150 contributor: fullname: Deidda – volume: 28 start-page: 1201 year: 2009 ident: ref_28 article-title: Review of the most common pre-processing techniques for near-infrared spectra publication-title: TrAC Trends Anal. Chem. doi: 10.1016/j.trac.2009.07.007 contributor: fullname: Rinnan – volume: 167 start-page: 344 year: 2017 ident: ref_14 article-title: Identification and determination of synthetic cannabinoids in herbal products by dry film attenuated total reflectance-infrared spectroscopy publication-title: Talanta doi: 10.1016/j.talanta.2017.02.026 contributor: fullname: Armenta – volume: 20 start-page: 2741 year: 1999 ident: ref_26 article-title: Visible/near infrared reflectance and chlorophyll content in eucalyptus leaves publication-title: Int. J. Remote Sens. doi: 10.1080/014311699211778 contributor: fullname: Datt – volume: 146 start-page: 14 year: 2008 ident: ref_30 article-title: Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra publication-title: Geoderma doi: 10.1016/j.geoderma.2008.04.007 contributor: fullname: Vasques – ident: ref_17 – volume: 3 start-page: 52 year: 2017 ident: ref_9 article-title: Comparative analysis of freshly harvested cannabis plant weight and dried cannabis plant weight publication-title: Forensic Chem. doi: 10.1016/j.forc.2017.02.001 contributor: fullname: Warner – ident: ref_19 – volume: 84 start-page: 2851 year: 2021 ident: ref_38 article-title: In Situ Determination of Cannabidiol in Hemp Oil by Near-Infrared Spectroscopy publication-title: J. Nat. Prod. doi: 10.1021/acs.jnatprod.1c00557 contributor: fullname: Chen – ident: ref_22 – ident: ref_20 – volume: 163 start-page: 1344 year: 2011 ident: ref_2 article-title: Taming THC: Potential cannabis synergy and phytocannabinoid-terpenoid entourage effects publication-title: Br. J. Pharmacol. doi: 10.1111/j.1476-5381.2011.01238.x contributor: fullname: Russo – volume: 140 start-page: 39 year: 2004 ident: ref_13 article-title: Predicting the chemical composition of fibre and core fraction of hemp (Cannabis sativa L.) publication-title: Euphytica doi: 10.1007/s10681-004-4753-z contributor: fullname: Toonen – volume: 46 start-page: 99 year: 2007 ident: ref_21 article-title: Nondestructive measurement of fruit and vegetable quality by means of NIR spectroscopy: A review publication-title: Postharvest Biol. Technol. doi: 10.1016/j.postharvbio.2007.06.024 contributor: fullname: Beullens |
SSID | ssj0000913807 |
Score | 2.3141854 |
Snippet | Industrial hemp (Cannabis sativa L.) is a plant native to Asia, and is considered to be a primary source of food, textile fiber, and medicines. It is... |
SourceID | doaj proquest crossref |
SourceType | Open Website Aggregation Database |
StartPage | 938 |
SubjectTerms | Cannabidiol Cannabinoids Cannabis Cannabis sativa CBD Chemical composition chemometrics Chromatography Data analysis Flowers & plants Food sources Hemp High performance liquid chromatography HPLC Humidity Infrared spectroscopy Liquid chromatography Marijuana Mathematical models Methods Near infrared radiation near infrared spectroscopy Principal components analysis quantification Regression analysis Regression models Software Spectrum analysis Tetrahydrocannabinol Textile fibers THC |
Title | Potential of NIRS Technology for the Determination of Cannabinoid Content in Industrial Hemp (Cannabis sativa L.) |
URI | https://www.proquest.com/docview/2652951282 https://doaj.org/article/c9b37aa8d9d247c5a01f7ece0d87a15b |
Volume | 12 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELagEwyIpygU5IGBDqGJHTf2WPpQkVCFKEhskV-pOpCUPvj9nJ2UVjCwsEXRSYm-c87fxXffIXSjhZaGExlo2s6CGOhbwJUNAxFrGSY6UaXa53CcjN54r-9kcr5HfbmasFIeuASupYWiiZTcCEPiRDMZRllitQ0NT2TElI--YXsrmfIxWEROSb08l6SQ17fkZO67BCICy1a4dpStfcjL9f-Kxn6LGRyig4ob4k75Tkdox-bHaL8zmVf6GPYEfTwVS1ffA2ZFhkcPz2O8-TmOgYBiIHS4t65xcag7w67Mcwk5cDE12OtR5Us8zfFmbgce2vcZvq3sFtjV-HxK_HjXPEWvg_5LdxhUUxMCTUQM0cswS8A1XDBg_yzSlFIpY6IINzYCZCRRIsyAeABGNLIspiqLMq4VD9s2VPQM1fIit-cIZyS2QEGY5trGmjGu4EL6qWUkM0zUUXONYTorxTFSSCoc3ulPvOvo3oH8bedkrf0NcHZaOTv9y9l11Fi7KK2-tUVK2u6wEvZZcvEfz7hEe8S1OPjqnAaqLecre4V2F2Z17dfYF-wP2Fk |
link.rule.ids | 315,782,786,866,2106,27933,27934 |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Potential+of+NIRS+Technology+for+the+Determination+of+Cannabinoid+Content+in+Industrial+Hemp+%28Cannabis+sativa+L.%29&rft.jtitle=Agronomy+%28Basel%29&rft.au=Jar%C3%A9n%2C+Carmen&rft.au=Zambrana%2C+Paula+C&rft.au=P%C3%A9rez-Roncal%2C+Claudia&rft.au=L%C3%B3pez-Maestresalas%2C+Ainara&rft.date=2022-04-01&rft.pub=MDPI+AG&rft.eissn=2073-4395&rft.volume=12&rft.issue=4&rft.spage=938&rft_id=info:doi/10.3390%2Fagronomy12040938&rft.externalDBID=HAS_PDF_LINK |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2073-4395&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2073-4395&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2073-4395&client=summon |