Geographical and botanical classification of honeys and apicultural products by chemometric methods. A review

Evaluations of adulteration, geographical and botanical origin of bee-products are matters of great interest worldwide. These trends are principally related to the international market of food commodities. The chemometric tools appear as new analytical complements which, in recent years, were succes...

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Autor principal: Camiña, J.M
Otros Autores: Pellerano, R.G, Marchevsky, E.J
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Publicado: 2012
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100 1 |a Camiña, J.M. 
245 1 0 |a Geographical and botanical classification of honeys and apicultural products by chemometric methods. A review 
260 |c 2012 
270 1 0 |m Camiña, J. M.; Facultad de Ciencias Exactas y Naturales (UNLPam), Av. Uruguay 151, 6300 Santa Rosa, La Pampa, Argentina; email: jcaminia@gmail.com 
506 |2 openaire  |e Política editorial 
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504 |a Ruoff, K., Karoui, R., Dufour, E., Luginbuhl, W., Bosset, J.-O., Bogdanov, S., Amado, R., Authentication of the botanical origin of honey by front-face fluorescence spectroscopy. A preliminary study (2005) J. Agric. Food Chem, 53 (5), pp. 1343-1347 
504 |a Bogdanov, S., Gallmann, P., Authenticity of honey and other bee products state of the art (2008) ALP Science, 520, pp. 1-12 
504 |a Consonni, R., Cagliani, L.R., Nuclear magnetic resonance and chemometrics to assess geographical origin and quality of traditional food products (2010) Adv. Food Nutr. Res, 59, pp. 87-165 
504 |a (2011), http://www.trademap.org/tradestat/Country_SelProduct_TS.aspx, International Trade Centre. Trade Map - International Trade Statistics, Accessed February 15Cometto, P.M., Faye, P.F., Di Paola, N.R.D., Rubio, M.A., Aldao, M.A.J., Comparison of free amino acids profile in honey from three Argentinian regions (2003) J. Agric. Food Chem, 51 (17), pp. 5079-5087 
504 |a Baroni, M.V., Arrua, C., Nores, M.L., Fayé, P., Díaz, M.D.P., Chiabrando, G.A., Wunderlin, D.A., Composition of honey from Córdoba (Argentina): Assessment of north/south provenance by chemometrics (2009) Food Chem, 114 (2), p. 727 
504 |a Camiña, J.M., Cantarelli, M.A., Lozano, V.A., Boeris, M.S., Irimia, M.E., Gil, R.A., Marchevsky, E.J., Chemometric tools for the characterisation of honey produced in la Pampa, Argentina, from their elemental content, using inductively coupled plasma optical emission spectrometry (ICP-OES) (2008) J. Apic. Res, 47 (2), pp. 102-107 
504 |a Fangio, M.F., Iurlina, M.O., Fritz, R., Characterisation of Argentinean honeys and evaluation of its inhibitory action on Escherichia coli growth (2010) Int. J. Food Sci. Technol, 45 (3), pp. 520-529 
504 |a Santos, J.S.D., Santos, N.S.D., Santos, M.L.P.D., Santos, S.N.D., Lacerda, J.J.D.J., Honey classification from semi-arid, Atlantic and transitional forest zones in Bahia, Brazil (2008) J. Braz. Chem. Soc, 19, pp. 502-508 
504 |a Cajka, T., Hajslova, J., Pudil, F., Riddellova, K., Traceability of honey origin based on volatiles pattern processing by artificial neural networks (2009) J. Chromatogr. A, 1216 (9), pp. 1458-1462 
504 |a Stanimirova, I., Üstün, B., Cajka, T., Riddelova, K., Hajslova, J., Buydens, L.M.C., Walczak, B., Tracing the geographical origin of honeys based on volatile compounds profiles assessment using pattern recognition techniques (2010) Food Chem, 118 (1), p. 171 
504 |a Woodcock, T., Downey, G., O'Donnell, C.P., Near infrared spectral fingerprinting for confirmation of claimed PDO provenance of honey (2009) Food Chem, 114 (2), pp. 742-746 
504 |a Oliveri, P., Di Egidio, V., Woodcock, T., Downey, G., Application of class-modelling techniques to near infrared data for food authentication purposes (2011) Food Chem, 125 (4), pp. 1450-1456 
504 |a Hennessy, S., Downey, G., O'Donnell, C.P., Attempted confirmation of the provenance of corsican PDO honey using FT-IR spectroscopy and multivariate data analysis (2010) J. Agric. Food Chem, 58 (17), pp. 9401-9406 
504 |a Fernández, P.J.A., Abbas, O., Dardenne, P., Baeten, V., Discrimination of Corsican honey by FT-Raman spectroscopy and chemometrics (2011) Biotech. Agronomy Society Environ, 15 (1), pp. 75-84 
504 |a Donarski, J.A., Jones, S.A., Charlton, A.J., Application of cryoprobe 1H nuclear magnetic resonance spectroscopy and multivariate analysis for the verification of Corsican honey (2008) J. Agric. Food Chem, 56 (14), pp. 5451-5456 
504 |a (2011), http://www.trace.eu.org/library/publications.php, TRACE-Tracing the origin of food, Accessed February 15Karabournioti, S., Thrasyvoulou, A., Eleftheriou, E.P., A model for predicting geographic origin of honey from the same floral source (2006) J. Apic. Res, 45 (3), pp. 117-124 
504 |a Alissandrakis, E., Tarantilis, P.A., Harizanis, P.C., Polissiou, M., Comparison of the volatile composition in thyme honeys from several origins in Greece (2007) J. Agric. Food Chem, 55 (20), pp. 8152-8157 
504 |a Woodcock, T., Downey, G., Kelly, J.D., O'Donnell, C., Geographical classification of honey samples by near-infrared spectroscopy: A feasibility study (2007) J. Agric. Food Chem, 55 (22), pp. 9128-9134 
504 |a Hennessy, S., Downey, G., O'Donnell, C., Multivariate analysis of attenuated total reflectionfourier transform infrared spectroscopic data to confirm the origin of honeys (2008) Appl. Spectrosc, 62 (10), pp. 1049-1171 
504 |a Consonni, R., Cagliani, L.R., Geographical characterization of polyfloral and acacia honeys by nuclear magnetic resonance and chemometrics (2008) J. Agric. Food Chem, 56 (16), pp. 6873-6880 
504 |a Nasiruddin, K.M., Qaiser, M., Raza, S.M., Rehman, M., Physicochemical properties and pollen spectrum of imported and local samples of blossom honey from the Pakistani market (2006) Int. J. Food Sci. Technol, 41 (7), pp. 775-781 
504 |a Cacic, F., Primorac, L., Kenjeric, D., Benedetti, S., Mandic, M., Application of electronic nose in honey geographical origin characterization (2009) J. Cent. Eur. Agric, 10 (1), pp. 19-26 
504 |a Kropf, U., Koroaec, M., Bertoncelj, J., Ogrinc, N., Neemer, M., Kump, P., Golob, T., Determination of the geographical origin of Slovenian black locust, lime and chestnut honey (2010) Food Chem, 121 (3), p. 839 
504 |a Latorre, M.J., Peña, R., Pita, C., Botana, A., García, S., Herrero, C., Chemometric classification of honeys according to their type. II. Metal content data (1999) Food Chem, 66 (2), pp. 263-268 
504 |a Latorre, M.J., Peña, R., García, S., Herrero, C., Authentication of Galician (N.W. Spain) honeys by multivariate techniques based on metal content data (2000) Analyst, 125 (2), pp. 307-312 
504 |a García, J.C.R., Rodrí-Guez, R.I., Crecente, R.M.P., García, J.B., Martín, S.G., Latorre, C.H., Preliminary chemometric study on the use of honey as an environmental marker in Galicia (northwestern Spain) (2006) J. Agric. Food Chem, 54 (19), pp. 7206-7212 
504 |a Terrab, A., Hernanz, D., Heredia, F.J., Inductively coupled plasma optical emission spectrometric determination of minerals in thyme honeys and their contribution to geographical discrimination (2004) J. Agric. Food Chem, 52 (11), pp. 3441-3445 
504 |a Hernández, O.M., Fraga, J.M.G., Jiménez, A.I., Jiménez, F., Arias, J.J., Characterization of honey from the Canary Islands: Determination of the mineral content by atomic absorption spectrophotometry (2005) Food Chem, 9 (3), pp. 449-458 
504 |a Soria, A.C., González, M., de Lorenzo, C., Martínez-Castro, I., Sanz, J., Characterization of artisanal honeys from Madrid (Central Spain) on the basis of their melissopalynological, physicochemical and volatile composition data (2004) Food Chem, 85 (1), pp. 121-130 
504 |a Wang, J., Kliks, M.M., Qu, W., Jun, S., Shi, G., Li, Q.X., Rapid Determination of the geographical origin of honey based on protein fingerprinting and barcoding using MALDI TOF MS (2009) J. Agric. Food Chem, 57 (21), pp. 10081-10088 
504 |a (2002) Off. J. Europ. Commun, L10, pp. 47-52. , Council Directive 2001/110/EC of 20 December 2001 related to honey 
504 |a Codex Standard 12, Revised Codex Standard for Honey (2001) Stand. Stand. Methods, 11, pp. 1-7. , Codex Committee on Sugars 
504 |a Ouchemoukh, S., Schweitzer, P., Bachir, B.M., Djoudad-Kadji, H., Louaileche, H., HPLC sugar profiles of Algerian honeys (2010) Food Chem, 121 (2), pp. 561-568 
504 |a Nozal, M.J., Bernal, J.L., Toribio, L., Alamo, M., Diego, J.C., Tapia, J., The use of carbohydrate profiles and chemometrics in the characterization of natural honeys of identical geographical origin (2005) J. Agric. Food Chem, 53 (8), pp. 3095-3100 
504 |a Baroni, M.V., Nores, M.L., Díaz, M.D.P., Chiabrando, G.A., Fassano, J.P., Costa, C., Wunderlin, D.A., Determination of volatile organic compound patterns characteristic of five unifloral honey by solid-phase microextraction-gas chromatography-mass spectrometry coupled to chemometrics (2006) J. Agric. Food Chem, 54 (19), pp. 7235-7241 
504 |a Wei, Z., Wang, J., Liao, W., Technique potential for classification of honey by electronic tongue (2009) J. Food Eng, 94 (3-4), p. 260 
504 |a Wei, Z., Wang, J., Wang, Y., Classification of monofloral honeys from different floral origins and geographical origins based on rheometer (2010) J. Food Eng, 96 (3), p. 469 
504 |a Goodacre, R., Radovic, B.S., Anklam, E., Progress toward the rapid nondestructive assessment of the floral origin of European honey using dispersive Raman spectroscopy (2002) Appl. Spectrosc, 56 (4), pp. 521-527 
504 |a Devillers, J., Doré, J.C., Marenco, M., Poirier-Duchêne, F., Galand, N., Viel, C., Chemometrical analysis of 18 metallic and nonmetallic elements found in honeys sold in France (2002) J. Agric. Food Chem, 50 (21), pp. 5998-6007 
504 |a Devillers, J., Morlot, M., Pham-Delégue, M.H., Doré, J.C., Classification of monofloral honeys based on their quality control data (2004) Food Chem, 86 (2), pp. 305-312 
504 |a Cordella, C., Militão, J., Cabrol-Bass, D., A simple method for automated pretreatment of usable chromatographic profiles in pattern-recognition procedures: Application to HPAEC-PAD chromatograms of honeys (2003) Anal. Bioanal. Chem, 377 (1), pp. 214-219 
504 |a Cotte, J.F., Casabianca, H., Chardon, S., Lheritier, J., Grenier-Loustalot, M.F., Chromatographic analysis of sugars applied to the characterisation of monofloral honey (2004) Anal. Bioanal. Chem, 380 (4), pp. 698-705 
504 |a Cordella, C.B.Y., Militão, J.S.L.T., Clãment, M.C., Cabrol-Bass, D., Honey characterization and adulteration detection by pattern recognition applied on HPAEC-PAD profiles. 1. Honey floral species characterization (2003) J. Agric. Food Chem, 51 (11), pp. 3234-3242 
504 |a Aliferis, K.A., Tarantilis, P.A., Harizanis, P.C., Alissandrakis, E., Botanical discrimination and classification of honey samples applying gas chromatography/mass spectrometry fingerprinting of headspace volatile compounds (2010) Food Chem, 121 (3), p. 856 
504 |a Nanda, V., Singh, B., Kukreja, V.K., Bawa, A.S., Characterisation of honey produced from different fruit plants of northern India (2009) Int. J. Food Sci. Technol, 44 (12), pp. 2629-2636 
504 |a Dvash, L., Afik, O., Shafir, S., Schaffer, A., Yeselson, Y., Dag, A., Landau, S., Determination by near-infrared spectroscopy of perseitol used as a marker for the botanical origin of avocado (Persea americana Mill.) honey (2002) J. Agric. Food Chem, 50 (19), pp. 5283-5287 
504 |a Marini, F., Magrí, A.L., Balestrieri, F., Fabretti, F., Marini, D., Supervised pattern recognition applied to the discrimination of the floral origin of six types of Italian honey samples (2004) Anal. Chim. Acta, 515 (1), pp. 117-125 
504 |a Conti, M., Stripeikis, J., Campanella, L., Cucina, D., Tudino, M., Characterization of Italian honeys (Marche Region) on the basis of their mineral content and some typical quality parameters (2007) Chem. Cent. J, 1 (1), p. 14 
504 |a Bertelli, D., Plessi, M., Sabatini, A.G., Lolli, M., Grillenzoni, F., Classification of Italian honeys by mid-infrared diffuse reflectance spectroscopy (DRIFTS) (2007) Food Chem, 101 (4), p. 1565 
504 |a Pisani, A., Protano, G., Riccobono, F., Minor and trace elements in different honey types produced in Siena county (Italy) (2008) Food Chem, 107 (4), p. 1553 
504 |a Lolli, M., Bertelli, D., Plessi, M., Sabatini, A.G., Restani, C., Classification of Italian honeys by 2D HR-NMR (2008) J. Agric. Food Chem, 56 (4), pp. 1298-1304 
504 |a Schievano, E., Peggion, E., Mammi, S., 1H nuclear magnetic resonance spectra of chloroform extracts of honey for chemometric determination of its botanical origin (2010) J. Agric. Food Chem, 58 (1), pp. 57-65 
504 |a Benedetti, S., Mannino, S., Sabatini, A.G., Marcazzan, G.L., Electronic nose and neural network use for the classification of honey (2004) Apidologie, 35 (4), pp. 397-402 
504 |a Terrab, A., Vega-Perez, J.M., Diez, M.J., Heredia, F.J., Characterisation of northwest moroccan honeys by gas chromatographic-mass spectrometric analysis of their sugar components (2002) J. Sci. Food Agric, 82 (2), pp. 179-185 
504 |a Terrab, A., Díez, M.J., Heredia, F.J., Characterisation of Moroccan unifloral honeys by their physicochemical characteristics (2002) Food Chem, 79 (3), pp. 373-379 
504 |a Terrab, A., Gonzalez, A.G., Diez, M.J., Heredia, F.J., Mineral content and electrical conductivity of the honeys produced in northwest Morocco and their contribution to the characterisation of unifloral honeys (2003) J. Sci. Food Agric, 83 (7), pp. 637-643 
504 |a Terrab, A., Gonzalez, A.G., Diez, M.J., Heredia, F.J., Characterisation of Moroccan unifloral honeys using multivariate analysis (2003) Eur. Food Res. Technol, 218 (1), pp. 88-95 
504 |a Chudzinska, M., Baralkiewicz, D., Estimation of honey authenticity by multielements characteristics using inductively coupled plasmamass spectrometry (ICP-MS) combined with chemometrics (2010) Food Chem. Toxicol, 48 (1), p. 284 
504 |a Dias, L.A., Peres, A.M., Vilas-Boas, M., Rocha, M.A., Estevinho, L., Machado, A.A.S.C., An electronic tongue for honey classification (2008) Microchim. Acta, 163 (1-2), pp. 97-102 
504 |a Necemer, M., Kosir, I.J., Kump, P., Kropf, U.K., Jamnik, M., Bertoncelj, J., Ogrinc, N., Golob, T., Application of total reflection x-ray spectrometry in combination with chemometric methods for determination of the botanical origin of slovenian honey (2009) J. Agric. Food Chem, 57 (10), pp. 4409-4414 
504 |a Nozal, N.M.J., Bernal, Y.J.L., Diego, C.J.C., Martín, G.M.T., Classifying honeys from the Soria province of spain via multivariate analysis (2005) Anal. Bioanal. Chem, 382 (2), pp. 311-319 
504 |a Fernández-Torres, R., Pérez-Bernal, J.L., Bello-López, M.A., Callejón-Mochón, M., Jiménez-Sánchez, J.C., Guiraúm-Pérez, A., Mineral content and botanical origin of Spanish honeys (2005) Talanta, 65 (3), p. 686 
504 |a Bentabol Manzanares, A., García, Z.H., Galdón, B.R., Rodríguez, E.R., Romero, C.D., Differentiation of blossom and honeydew honeys using multivariate analysis on the physicochemical parameters and sugar composition (2011) Food Chem, 126 (2), pp. 664-672 
504 |a Hermosin, I., Chicon, R.M., Cabezudo, M.D., Free amino acid composition and botanical origin of honey (2003) Food Chem, 83 (2), pp. 263-268 
504 |a Iglesias, M.T., de Lorenzo, C., Polo, M.D., Martin-Alverez, P.J., Pueyo, E., Usefulness of amino acid composition to discriminate between honeydew and floral honeys. Application to honeys from a small geographic area (2004) J. Agric. Food Chem, 52 (1), pp. 84-89 
504 |a Mohammed, S.E.A.R., Babiker, E.E., Identification of the floral origin of honey by amino acids composition (2010) Aust. J. Basic Appl. Sci, 4 (4), pp. 552-556 
504 |a Ampuero, S., Bogdanov, S., Bosset, J.O., Classification of unifloral honeys with an MS-based electronic nose using different sampling modes: SHS, SPME and INDEX (2004) Eur. Food Res. Technol, 218 (2), pp. 198-207 
504 |a Karoui, R., Dufour, E., Bosset, J.O., de Baerdemaeker, J., The use of front face fluorescence spectroscopy to classify the botanical origin of honey samples produced in Switzerland (2007) Food Chem, 101 (1), pp. 314-323 
504 |a Tewari, J.C., Irudayaraj, J.M.K., Floral Classification of honey using mid-infrared spectroscopy and surface acoustic wave based z-nose sensor (2005) J. Agric. Food Chem, 53 (18), pp. 6955-6966 
504 |a Ruoff, K., Luginbuhl, W., Bogdanov, S., Bosset, J.O., Estermann, B., Ziolko, T., Amado, R., Authentication of the botanical origin of honey by near-infrared spectroscopy (2006) J. Agric. Food Chem, 54 (18), pp. 6867-6872 
504 |a Ruoff, K., Luginbuhl, W., Kunzli, R., Iglesias, M.T., Bogdanov, S., Bosset, J.O., von der Ohe, K., Amado, R., Authentication of the botanical and geographical origin of honey by mid-infrared spectroscopy (2006) J. Agric. Food Chem, 54 (18), pp. 6873-6880 
504 |a Etzold, E., Lichtenberg-Kraag, B., Determination of the botanical origin of honey by Fourier-transformed infrared spectroscopy: An approach for routine analysis (2008) Eur. Food Res. Technol, 227 (2), pp. 579-586 
504 |a Ruoff, K., Luginbuhl, W., Kunzli, R., Bogdanov, S., Bosset, J.O., von der Ohe, K., von der Ohe, W., Amado, R., Authentication of the botanical and geographical origin of honey by front-face fluorescence spectroscopy (2006) J. Agric. Food Chem, 54 (18), pp. 6858-6866 
504 |a Corbella, E., Cozzolino, D., Classification of the floral origin of uruguayan honeys by chemical and physical characteristics combined with chemometrics (2006) LWT - Food Sci. Technol, 39 (5), p. 534 
504 |a Paradkar, M.M., Irudayaraj, J., Discrimination and classification of beet and cane inverts in honey by FT-Raman spectroscopy (2002) Food Chem, 76 (2), pp. 231-239 
504 |a Sivakesava, S., Irudayaraj, J., Classification of simple and complex sugar adulterants in honey by mid-infrared spectroscopy (2002) Int. J. Food Sci. Technol, 37 (4), pp. 351-360 
504 |a Kelly, J.F.D., Downey, G., Fouratier, V., Initial study of honey adulteration by sugar solutions using midinfrared (MIR) spectroscopy and chemometrics (2004) J. Agric. Food Chem, 52 (1), pp. 33-39 
504 |a Cordella, C., Militão, J.S.L.T., Clãment, M.C., Drajnudel, P., Cabrol-Bass, D., Detection and quantification of honey adulteration via direct incorporation of sugar syrups or bee-feeding: Preliminary study using high-performance anion exchange chromatography with pulsed amperometric detection (HPAEC-PAD) and chemometrics (2005) Anal. Chim. Acta, 531 (2), pp. 239-248 
504 |a Kelly, J.D., Petisco, C., Downey, G., Application of fourier transform midinfrared spectroscopy to the discrimination between irish artisanal honey and such honey adulterated with various sugar syrups (2006) J. Agric. Food Chem, 54 (17), pp. 6166-6171 
504 |a Chen, L.Z., Zhao, J., Ye, Z.H., Zhong, Y.P., Determination of adulteration in honey using near-infrared spectroscopy (2008) Spectrosc. Spec. Anal, 28 (11), pp. 2565-2568 
504 |a Chen, L., Xue, X., Ye, Z., Zhou, J., Chen, F., Zhao, J., Determination of Chinese honey adulterated with high fructose corn syrup by near infrared spectroscopy (2011) Food Chem, 128 (4), pp. 1110-1114 
504 |a Gallardo-Velázquez, T., Osorio-Revilla, G., Loa, M.Z.D., Rivera-Espinoza, Y., Application of FTIR-HATR spectroscopy and multivariate analysis to the quantification of adulterants in mexican honeys (2009) Food Res. Int, 42 (3), pp. 313-318 
504 |a Mishra, S., Kamboj, U., Kaur, H., Kapur, P., Detection of jaggery syrup in honey using near-infrared spectroscopy (2010) Int. J. Food Sci. Nutr, 61 (3), pp. 306-315 
504 |a Bertelli, D., Lolli, M., Papotti, G., Bortolotti, L., Serra, G., Plessi, M., Detection of honey adulteration by sugar syrups using onedimensional and two-dimensional high-resolution nuclear magnetic resonance (2010) J. Agric. Food Chem, 58 (15), pp. 8495-8501 
504 |a Fröhlich, B., Tautz, J., Riederer, M., Chemometric classification of comb and cuticular waxes of the honeybee Apis mellifera carnica (2000) J. Chem. Ecol, 26 (1), pp. 123-137 
504 |a Fröhlich, B., Riederer, M., Tautz, J., Honeybees discriminate cuticular waxes based on esters and polar components (2001) Apidologie, 32 (3), pp. 265-274 
504 |a Sawaya, A.C.H.F., da Silva, C.I.B., Marcucci, M.C., Aidar, D., Silva, E.C.A., Carvalho, C.A.L., Eberlin, M.N., Electrospray ionization mass spectrometry fingerprinting of propolis of native Brazilian stingless bees (2007) Apidologie, 38 (1), pp. 93-103 
504 |a Sawaya, A.C.H.F., Abdelnur, P.V., Eberlin, M.N., Kumazawa, S., Ahn, M.-R., Bang, K.-S., Nagaraja, N., Afrouzan, H., Fingerprinting of propolis by easy ambient sonic-spray ionization mass spectrometry (2010) Talanta, 81 (1-2), pp. 100-108 
504 |a Cantarelli, M.A., Camiña, J.M., Pettenati, E.M., Marchevsky, E.J., Pellerano, R.G., Trace mineral content of Argentinean raw propolis by neutron activation analysis (NAA): Assessment of geographical provenance by chemometrics (2011) LWT - Food Sci. Technol, 44 (1), pp. 256-260 
520 3 |a Evaluations of adulteration, geographical and botanical origin of bee-products are matters of great interest worldwide. These trends are principally related to the international market of food commodities. The chemometric tools appear as new analytical complements which, in recent years, were successfully used to define the geographical and botanical origin of food raw materials or to detect possible adulterations. The classification can be possible using different analysis criteria, such as minor and trace elements, as well as sugars and other items by the chemometric analysis. This review contains a survey of the current multivariate methods published between January 1999 and February 2011, used for the classification and authentication of honey and other bee-products. References are ordered in a way to allow easy reading and further search. © 2012 Bentham Science Publishers.  |l eng 
593 |a Instituto de las Ciencias de la Tierra y Ambientales de La Pampa (INCITAP), Av. Uruguay 151, 6300 Santa Rosa, La Pampa, Argentina 
593 |a Facultad de Ciencias Exactas y Naturales (UNLPam), Av. Uruguay 151, 6300 Santa Rosa, La Pampa, Argentina 
593 |a Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Av. Rivadavia 1917, C1033AAJ Ciudad de Buenos Aires, Argentina 
593 |a Instituto de Química de San Luis (INQUISAL), Universidad Nacional de San Luis. Chacabuco y Pedernera, 5700 San Luis, Argentina 
690 1 0 |a AUTHENTICITY 
690 1 0 |a BEE PRODUCTS 
690 1 0 |a BOTANICAL ORIGIN 
690 1 0 |a GEOGRAPHICAL ORIGIN 
690 1 0 |a HONEY 
690 1 0 |a MULTIVARIATE CALIBRATION 
690 1 0 |a PATTERN RECOGNITION METHODS 
700 1 |a Pellerano, R.G. 
700 1 |a Marchevsky, E.J. 
773 0 |d 2012  |g v. 8  |h pp. 408-425  |k n. 3  |p Curr. Anal. Chem.  |x 15734110  |t Current Analytical Chemistry 
856 4 1 |u http://www.scopus.com/inward/record.url?eid=2-s2.0-84862602928&partnerID=40&md5=1003849995d3d1f52913e2c9559ba6ba  |y Registro en Scopus 
856 4 0 |u https://doi.org/10.2174/157341112801264923  |y DOI 
856 4 0 |u https://hdl.handle.net/20.500.12110/paper_15734110_v8_n3_p408_Camina  |y Handle 
856 4 0 |u https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_15734110_v8_n3_p408_Camina  |y Registro en la Biblioteca Digital 
961 |a paper_15734110_v8_n3_p408_Camina  |b paper  |c PE 
962 |a info:eu-repo/semantics/article  |a info:ar-repo/semantics/artículo  |b info:eu-repo/semantics/publishedVersion 
999 |c 70453