MOF Univariate and multivariate regression

Kassouf, Nicholas ; Piqueras-García, Natalia ; Zappi, Alessandro ; Matteucci, Filippo ; Melucci, Dora ; Calabria, Donato ; Martínez-Briones, Miguel Ángel ; Lerma-García, Marìa Jesus ; Pace, Andrea ; Lazzarini, Elisa ; Zangheri, Martina ; Guardigli, Massimo ; Herrero-Martínez, José Manuel ; Mirasoli, Mara (2025) MOF Univariate and multivariate regression. University of Bologna. DOI 10.6092/unibo/amsacta/8549. [Dataset]
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Abstract

This dataset contains calibration measurements for hydrogen peroxide (H₂O₂) acquired for two complementary purposes: (1) a multivariate PLS regression, based on time-resolved signal traces of blanks and standards; and (2) a univariate calibration, based on the relationship between concentration and response (AUC minus blank). The data include blank replicates and H₂O₂ standards at multiple levels (approximately 15–65 µM), each measured in triplicate (IDs 0001–0003). The CSV is comma-separated, encoded in ISO-8859-1, and preserves special characters (e.g., the micro sign µ). Typical uses of this dataset include building and validating PLS models, fitting a univariate calibration line, teaching/benchmarking chemometric workflows, and ensuring reproducible analysis from raw tabular data.

Abstract
Document type
Dataset
Creators
CreatorsAffiliationORCID
Kassouf, NicholasDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0000-0002-0930-6378
Piqueras-García, NataliaDepartment of Analytical Chemistry, University of Valencia, C/ Doctor Moliner 50, 46100 Burjassot, Valencia, Spain0009-0001-3526-0190
Zappi, AlessandroDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0000-0002-0029-4403
Matteucci, FilippoDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy
Melucci, DoraDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0000-0001-5505-6763
Calabria, DonatoDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0000-0002-8215-9458
Martínez-Briones, Miguel ÁngelDepartment of Analytical Chemistry, University of Valencia, C/ Doctor Moliner 50, 46100 Burjassot, Valencia, Spain
Lerma-García, Marìa JesusDepartment of Analytical Chemistry, University of Valencia, C/ Doctor Moliner 50, 46100 Burjassot, Valencia, Spain
Pace, AndreaDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0009-0003-5841-7626
Lazzarini, ElisaDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0009-0005-2172-4993
Zangheri, MartinaDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy. Interdepartmental Centre for Industrial Agrofood Research (CIRI AGRO), Alma Mater Studiorum - University of Bologna, Vi0000-0003-4747-1283
Guardigli, MassimoDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy. Interdepartmental Centre for Industrial Research in Renewable Resources, Environment, Sea and Energy (CIRI FRAME), Alma0000-0003-1434-4085
Herrero-Martínez, José ManuelDepartment of Analytical Chemistry, University of Valencia, C/ Doctor Moliner 50, 46100 Burjassot, Valencia, Spain0000-0002-8745-3795
Mirasoli, MaraDepartment of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy0000-0001-6553-5039
Keywords
Biosensors; Optimization; Design of Experiments; Chemiluminescence; Cu-MOF, PLS-Calibration; Quantification; Chemometrics.
Subjects
Area 03 - Scienze chimiche > CHIM/01 Chimica analitica
DOI
10.6092/unibo/amsacta/8549
Contributors
Name
Affiliation
ORCID
Type
Kassouf, Nicholas
Department of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy
Contact person
Mirasoli, Mara
Department of Chemistry “Giacomo Ciamician”, Alma Mater Studiorum - University of Bologna, via Piero Gobetti 85, 40129 Bologna, Italy
Contact person
Deposit date
08 Oct 2025 09:10
Last modified
08 Oct 2025 09:11
Project name
Biomimetic sensing platforms for the detection of Alzheimer's disease related biomarkers - Biomimetic sensing platforms for the detection of Alzheimer's disease related biomarkers
Funding program
Unione Europea - NextGenerationEU a valere sul Piano Nazionale di Ripresa e Resilienza (PNRR) – Missione 4 Istruzione e ricerca – Componente 2 Dalla ricerca all’impresa - Investimento 1.1, Avviso Prin 2022  indetto con DD N. 104 del 2/2/2022
URI
https://amsacta.unibo.it/id/eprint/8549

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