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A Ringing Tone Of Outrage: Luigi Nono‘S Intolleranza 1960, Max Nyffeler Mar 2026

A Ringing Tone Of Outrage: Luigi Nono‘S Intolleranza 1960, Max Nyffeler

Music & Musical Performance: An International Journal

Luigi Nono’s opera Intolleranza 1960, premiered at the Teatro La Fenice in Venice in 1961, defiantly broke with traditional notions of opera at the time. The depiction of physical and institutional violence against people, the expansion of the stage space by slide projections, and sounds coming from loudspeakers as well as a music that expressed constant unrest and protest provoked audiences into taking a stance against oppression and injustice. The work caused a scandal at the time of the premiere, but has since established itself as an opera that articulates, through Nono’s music, a timeless human truth in a ringing …


Berlioz's Mysterious Amélie, Pascal Beyls, Peter Bloom Mar 2026

Berlioz's Mysterious Amélie, Pascal Beyls, Peter Bloom

Music & Musical Performance: An International Journal

In September 1864, in a letter to his long-time confidante, the Princess Carolyne von Sayn-Wittgenstein, Berlioz mentioned the name of the woman with whom, as he had earlier confided to the Princess, he had conducted a brief but passionate affair: “her name was Amélie.” Until now, the Berlioz scholars have been unable properly to identify this mysterious person. From other letters and documents, including Ernest Legouvé’s Soixante ans de souvenirs, we have known the approximate dates of the beginning and ending of the relationship. But only now, on the basis of the birth and death certificates of the woman and …


William Albright's Whistler (1834-1903): Three Nocturnes: "Why The Hell . . . Should Anyone Listen To This?!", R. Douglas Reed Mar 2026

William Albright's Whistler (1834-1903): Three Nocturnes: "Why The Hell . . . Should Anyone Listen To This?!", R. Douglas Reed

Music & Musical Performance: An International Journal

The article explores William Albright's Whistler (1834-1903): Three Nocturnes (1989) through historical context, musical analysis, performance practice, and the composer's essay on the relationship between his composition and Whistler's paintings. Commentary by composer Sydney Hodkinson gives information about the 1960s new music scene in Ann Arbor (the ONCE Group, The Grate Society) composition study with Ross Lee Finney.


Tennessee 2025 State Wildlife Action Plan: Appendix H - Comprehensive Hierarchy Of State Conservation Actions, Tennessee. Wildlife Resources Agency. Mar 2026

Tennessee 2025 State Wildlife Action Plan: Appendix H - Comprehensive Hierarchy Of State Conservation Actions, Tennessee. Wildlife Resources Agency.

Strategic and Management Plans

No abstract provided.


Tennessee Fishing, Hunting, & Trapping Guide 2025-2026, Tennessee. Wildlife Resources Agency. Mar 2026

Tennessee Fishing, Hunting, & Trapping Guide 2025-2026, Tennessee. Wildlife Resources Agency.

Hunting and Fishing Regulations

No abstract provided.


Contributors To Issue 3 Mar 2026

Contributors To Issue 3

Music & Musical Performance: An International Journal

No abstract provided.


Pedro António Avondano: Il Mondo Della Luna. Naxos 660487-88, 2021., Ralph P. Locke Mar 2026

Pedro António Avondano: Il Mondo Della Luna. Naxos 660487-88, 2021., Ralph P. Locke

Music & Musical Performance: An International Journal

The world-premiere recording of Il mondo della luna by Pedro António Avondano consists of a highly skillful and alert performance by Portuguese musicians, including singers well trained in Italian. The recitatives were rehearsed in an unusual way, with the singers first speaking the lines rather than singing them. The experiment will be judged variously by different observers. The reviewer dislikes the frequent clash in pitch between voice and instruments, especially at cadences. But others have hailed the recording unstintingly.


Thomas Schippers In Cincinnati: A Forgotten Episode In The Life Of A Conductor Renowned For Opera, Nancy Spada Mar 2026

Thomas Schippers In Cincinnati: A Forgotten Episode In The Life Of A Conductor Renowned For Opera, Nancy Spada

Music & Musical Performance: An International Journal

Thomas Schippers’s experience as a conductor of symphonic literature, for which he seems to have been quite overlooked and nearly forgotten, is related in this article in some detail. There are interesting facts concerning his work as Music Director of the Cincinnati Symphony Orchestra where he expounds on some of his ideas about conducting such an orchestra and describes certain innovative programs he produced during his tenure there. Several well-known performers who worked with him give their opinion or recount their experiences under his baton. In addition, two of his former conducting students share some fascinating details of what it …


The Japanese Shakuhachi: Comparing The Ancient Tuning With The Modern One, Nick Bellando, Bruno Deschênes Mar 2026

The Japanese Shakuhachi: Comparing The Ancient Tuning With The Modern One, Nick Bellando, Bruno Deschênes

Music & Musical Performance: An International Journal

The difference between traditional and modern shakuhachi construction and tuning is significant in that it represents a paradigm shift in the psychological aim and embodied techniques employed in association with the instrument. Beginning in Edo-era Japan as an ostensibly religious instrument, the shakuhachi was at first played with a similar technique to its predecessor, the hitoyogiri, using the breath to modify pitch and giving priority to tone color. Coming into the modern era, the shakuhachi came to be used increasingly as a modern musical instrument; the resulting higher priority of pitch-precision brought about changes in construction and playing techniques that …


The Ossianic Maiden Colma In Compassionate View: Ferdinand Hiller’S “Colma’S Klage” (1873) And Vinzenz Lachner’S Die Klage Der Kolma (1874), James W. Porter Mar 2026

The Ossianic Maiden Colma In Compassionate View: Ferdinand Hiller’S “Colma’S Klage” (1873) And Vinzenz Lachner’S Die Klage Der Kolma (1874), James W. Porter

Music & Musical Performance: An International Journal

The widespread, positive reception of Ossianic poems in Germany and Austria inspired many musical settings from Beethoven, Schubert, Mendelssohn, and perhaps also Schumann. Settings of the poetic narrative of Colma, which relates the anguish of a maiden discovering that her brother and her lover have slain each other in mortal combat, were composed by Zumsteeg, Reichardt, Schubert, and Weber. This essay examines two later settings composed in the 1870s by Ferdinand Hiller and Vinzenz Lachner. While the settings are undeniably effective in their use of common idioms of German composition in the third quarter of the nineteenth century, they are …


Pairfect, Cybele Danielle L. Villarino, Ashlyn Nicole F. Formento, Kim G. Baguyo, Andrea Nicole S. Espenilla, Aldrin C. Balite Mar 2026

Pairfect, Cybele Danielle L. Villarino, Ashlyn Nicole F. Formento, Kim G. Baguyo, Andrea Nicole S. Espenilla, Aldrin C. Balite

DLSU Senior High School Research Congress Conference Proceedings

Founded in 2024, Pairfect was established to meet the growing demand for stylish yet affordable socks for children (ages 5 to 8) and adults (ages 12+). The brand launched through digital marketing, limited promotional drops, and participation in bazaar events, targeting students, young professionals, and families. Pairfect differentiates itself by offering innovative products such as customizable socks with attachable patches. The company is committed to sustainability, aligning with Sustainable Development Goal 12: Responsible Consumption and Production. This commitment is reflected in eco-friendly packaging, responsible sourcing of materials, and initiatives like the Buy-One-Donate-One campaign, where a pair of socks is donated …


Just B By Ohana, Lance Matthew G. Sanico,, Emiel Shayleigh V. Balais, Kim Angeline A. Mendoza,, Iris Casey E. Pabiloña,, Roderick D.G. Pangindian, Mar 2026

Just B By Ohana, Lance Matthew G. Sanico,, Emiel Shayleigh V. Balais, Kim Angeline A. Mendoza,, Iris Casey E. Pabiloña,, Roderick D.G. Pangindian,

DLSU Senior High School Research Congress Conference Proceedings

Formed by Ohana in May 2024, Just B provides customizable and locally made gadget sleeves, empowering Filipino manufacturers, and further aims to be a sustainably responsible business. The business began promoting through social media posts on Facebook and Instagram. Currently, Just B is at the product commercialization stage, serving in the technology accessory industry. Several prominent features of its products are customizability, durability, and compactness. Simultaneously, Just B owns business rights to its brand logo, tagline, and name. Ohana functions as a sole proprietorship organization due to its advantages, such as minimal startup requirements. Behind Ohana are Chief Executive Officer …


Yellow Card Declined: Lived Experiences Of Embo Barangay Residents’ Health Care Access After The Makati Vs. Taguig Ruling, Marvin William J. Alberto, Wazna L. Amil, Koreen F. Bagapuro, Christine Nicole Victorio, Miguel Carlo B. Gonzales Mar 2026

Yellow Card Declined: Lived Experiences Of Embo Barangay Residents’ Health Care Access After The Makati Vs. Taguig Ruling, Marvin William J. Alberto, Wazna L. Amil, Koreen F. Bagapuro, Christine Nicole Victorio, Miguel Carlo B. Gonzales

DLSU Senior High School Research Congress Conference Proceedings

In 2023, the three-decade territorial dispute between the cities of Makati and Taguig ended when the Supreme Court ruled to transfer the ten Embo barangays to the latter. One significant consequence of this ruling is the discontinuation of assistance to former Makati residents, particularly healthcare benefits. Understanding how this ruling affects residents’ experiences can provide insights for policy recommendations promoting the United Nations’ Sustainable Development Goals 3 and 16. This phenomenological study, grounded in the adapted Levesque’s Conceptual Framework, gathered data from six participants who were at least 10-year residents of Embo barangay and beneficiaries of Makati and Taguig public …


Spatiotemporal Risk Analysis Of Fall Armyworms (Spodoptera Frugiperda) Using Growth Indicators In Tarlac, Philippines, Frans Josef Gotis De Justo, Reese Gianna Hernandez Gollod, Katherine Samantha Salvador Manaig, Mary Dominique Vargas Padilla, Angela Nicole S. Masongsong Mar 2026

Spatiotemporal Risk Analysis Of Fall Armyworms (Spodoptera Frugiperda) Using Growth Indicators In Tarlac, Philippines, Frans Josef Gotis De Justo, Reese Gianna Hernandez Gollod, Katherine Samantha Salvador Manaig, Mary Dominique Vargas Padilla, Angela Nicole S. Masongsong

DLSU Senior High School Research Congress Conference Proceedings

In recent years, Fall Armyworm (FAW) reports have steadily increased in warmer regions of various continents, causing significant losses in the agricultural sector, especially in staple crops such as rice, corn, and sorghum. The pest species travels across warmer areas by riding wind currents and targeting crops. To combat FAW, farmers have developed and improved pesticide formulas and other control strategies, as the pest has shown resistance to many commercial pesticides used. However, FAW monitoring remains a challenge for the agricultural sector. With the agricultural nature of the Philippines,  it is crucial to monitor the pest's spread behavior in order …


Impact Of Sugar Content And Ph Levels On The Microbial Load Of Street Food Dipping Sauces, Maffae Ashley L. Padernal, Yeinniel Miguel D. Cao, Jamie M. Velasquez, John Albert D. Gurtiza Mar 2026

Impact Of Sugar Content And Ph Levels On The Microbial Load Of Street Food Dipping Sauces, Maffae Ashley L. Padernal, Yeinniel Miguel D. Cao, Jamie M. Velasquez, John Albert D. Gurtiza

DLSU Senior High School Research Congress Conference Proceedings

Foodborne illnesses cause millions of deaths annually, posing a significant public health concern, particularly in regions with thriving street food cultures like the Philippines. This study investigated how sugar content and pH levels in street food dipping sauces affect microbial growth. Six sauce samples were prepared with varying sugar (25g, 50g, 75g) and pH levels (4.0, 3.6, 3.1). Microbial load was measured using the Standard Plate Count (SPC) method. While a moderate sugar concentration (50g) showed the lowest microbial load, this difference was not statistically significant (p=0.77). However, pH significantly impacted microbial growth (p=0.0034), with pH 3.6 showing the lowest …


A Taste Of Insight: Exploring The Perspectives Of Dlsu Student-Athletes On The Mediterranean Diet, Ethan F. Alvarez, Zoe Adda Beluso, Ceris Maxine Chua, Sarah Abigail M. Sanchez, Maria Michaela Pingul Santos, Olga G. Parco Mar 2026

A Taste Of Insight: Exploring The Perspectives Of Dlsu Student-Athletes On The Mediterranean Diet, Ethan F. Alvarez, Zoe Adda Beluso, Ceris Maxine Chua, Sarah Abigail M. Sanchez, Maria Michaela Pingul Santos, Olga G. Parco

DLSU Senior High School Research Congress Conference Proceedings

The Mediterranean diet, its health benefits, and in the context of sports have been commonly studied within European and North African countries. However, there are limited studies that present the perceptions of student-athletes on the diet from Asian countries, particularly in the Philippines. Guided by the Health Belief Model (HBM), the study aimed to explore and understand the perceptions of Filipino student-athletes about their awareness, insights, or experiences on the Mediterranean diet, along with its perceived threats and benefits. This study employed a descriptive qualitative approach utilizing a semi-structured interview. The participants in this study consisted of 7 DLSU student-athletes …


Cytotoxicity Of Glucosinolates Extracted From Green Cabbage (Brassica Oleracea Var. Capitata), Albert Ii G. Gonzales, John Henrick M. Monotilla, Andrea Vera D. Hellera, Julia Alexa T. Reyes, Empress Kharen M. Villena, Suzzeth U. Dizon Mar 2026

Cytotoxicity Of Glucosinolates Extracted From Green Cabbage (Brassica Oleracea Var. Capitata), Albert Ii G. Gonzales, John Henrick M. Monotilla, Andrea Vera D. Hellera, Julia Alexa T. Reyes, Empress Kharen M. Villena, Suzzeth U. Dizon

DLSU Senior High School Research Congress Conference Proceedings

Cancer is a large group of diseases characterized by the uncontrolled growth of abnormal cells, which can invade any organ or tissue. According to WHO (2025), cancer is the leading cause of death worldwide, accounting for nearly 10 million deaths in 2020, or approximately one in six deaths. Despite significant advancements in cancer treatments over the years, such as radiation and chemotherapy, commonly used post-surgical complementary therapies can cause adverse side effects, including nerve damage, fatigue, and chronic pain. Glucosinolate (GSLs) is a naturally occurring compound found in cruciferous vegetables, such as green cabbage. These compounds generate metabolites that exhibit …


Kasambahay Ako!: Exploring The Dynamics Between Domestic Workers’ Perceived Social Role And Personal Agency, Charmi Ysabella S. Onia, Justin Kobe T. Atianzar, Alyssa Jaye J. Azcarraga, Jaime Luis R. Hebron, Errol Bantayan Mar 2026

Kasambahay Ako!: Exploring The Dynamics Between Domestic Workers’ Perceived Social Role And Personal Agency, Charmi Ysabella S. Onia, Justin Kobe T. Atianzar, Alyssa Jaye J. Azcarraga, Jaime Luis R. Hebron, Errol Bantayan

DLSU Senior High School Research Congress Conference Proceedings

Filipino domestic workers, known as kasambahays, fulfill essential societal roles while navigating social positions. Despite legal frameworks like the Kasambahay Law, the dynamic and evolving relationship between their perceived social role and personal agency remains an underexplored area. This phenomenological study delves into the lived experiences of kasambahays in the Laguna province to understand how they perceive their social position, exercise agency, and navigate the intricate interaction between these dimensions. Using purposive sampling, conversational interviews (Pakikipagkuwentuhan) were conducted with four female domestic workers with at least five years of experience. Thematic analysis, guided by self-determination theory and social role theory, …


Parkchers: Development Of A Smart Parking Website For Enhancing Parking Management And User Convenience Using Yolov11, Armand Luke A. Villanueva, Ethan P. Bernardo, Lorenzo Meier H. Borlaza, Drey Cajanding Mar 2026

Parkchers: Development Of A Smart Parking Website For Enhancing Parking Management And User Convenience Using Yolov11, Armand Luke A. Villanueva, Ethan P. Bernardo, Lorenzo Meier H. Borlaza, Drey Cajanding

DLSU Senior High School Research Congress Conference Proceedings

Complex challenges in parking have been prevalent in metropolitan areas worldwide due to factors such as inefficient use of space and rapid urbanization, which in turn exacerbate traffic conditions and potentially lead to environmental issues. While traditional efforts, such as increasing parking infrastructure, have been made, this study focuses on developing a smart parking reservation system that integrates camera-based software for enhanced parking management. With the use of CCTV camera technology, the detection system was tested under various lighting scenarios to evaluate its efficiency in terms of accuracy and consistency. Developed under a developmental research design, a parking reservation website …


Instructor Evaluation Of Alchemi: An Immersive Serious Game For Teaching Chemistry, Joshua L. Tan, Kyra Shanelle Martinez Velez, Jedrik James Morales Gayamat, Evan Panugot Gerarcas Mar 2026

Instructor Evaluation Of Alchemi: An Immersive Serious Game For Teaching Chemistry, Joshua L. Tan, Kyra Shanelle Martinez Velez, Jedrik James Morales Gayamat, Evan Panugot Gerarcas

DLSU Senior High School Research Congress Conference Proceedings

The Philippine science education faces challenges, including low student achievement. This study explored Alchemi, a novel immersive serious game (in the visual novel format), designed to enhance learning in chemistry laboratories. Alchemi integrates Game-Based Learning (GBL) and Strategic Intervention Material (SIM) principles. Six chemistry instructors evaluated Alchemi's effectiveness using the MEEGA+ Game Quality Scale, assessing player experience and usability. Results showed highly positive instructor perceptions of Alchemi's engagement (high median scores for focused attention, challenge, social interaction, confidence, perceived learning), fun (median 4.25), relevance (median 4.75), and satisfaction (median 4.5). Usability aspects (learnability, operability) also scored highly (median 4.5) and …


Evidence-Based Practice Medication Reconciliation Protocol: Process To Increase Adherence To Medication Reconciliation Process, Oksana Bregman Mar 2026

Evidence-Based Practice Medication Reconciliation Protocol: Process To Increase Adherence To Medication Reconciliation Process, Oksana Bregman

Student Scholarly Projects

Practice Problem: The practice problem for the primary care facility is the inconsistent completion of medication reconciliation (MR) by primary care providers (PCPs), despite attempts by some providers to compare the clinic medication list with the external records and update the electronic health records (EHR). The absence of a standardized evidence-based practice (EBP) MR protocol has resulted in variable practices and increased risk for medication discrepancies during patient encounters.

PICOT: The PICOT question that guided this project was: In primary care providers (P), how does the Evidence-based practice process redesign and workflow optimization protocol (I) compared to current practice (C) …


Parents Engaging In Early Literacy (Peel): Outcomes From A Shared Reading Program Implemented Via Text Messaging, Victoria Henbest, Brenda L. Beverly, Gina M. Mejia Mar 2026

Parents Engaging In Early Literacy (Peel): Outcomes From A Shared Reading Program Implemented Via Text Messaging, Victoria Henbest, Brenda L. Beverly, Gina M. Mejia

Victoria S. Henbest Publications

Purpose: Investigators delivered an asynchronous parent education for improving early literacy skills of typically developing preschoolers. The home-based shared-book reading program, PEEL, consisted of strategies modeled via videos and sent as text messages.

Method: Twenty parent-child dyads were randomly assigned to one of two 8-week programs targeting evidence-based early literacy strategies. One parent group was taught strategies to support print-related knowledge for learning to read, and the other learned skills to promote vocabulary and story knowledge underlying comprehension.

Results: The asynchronous parent education resulted in more frequent parental use of taught strategies compared to non-taught strategies during …


Don't Panic! Cuny Academic Works And The April Ada Deadline, Jojo Karlin, Jill Cirasella Mar 2026

Don't Panic! Cuny Academic Works And The April Ada Deadline, Jojo Karlin, Jill Cirasella

Publications and Research

These slides equip libraries to advise authors submitting to CUNY Academic Works about document accessibility. Topics will include: How is CUNY Academic Works changing in response to the new ADA rule about the accessibility of web content, which has a compliance deadline of April 24? What are authors being asked to do differently? What tools are available for them to check and improve the accessibility of their submissions? Who is responsible for making our institutional repository more accessible?

As the expectations for institutional repositories change, the presentation aims to help librarians understand what the changes are and what they mean …


Recombinant Hagfish Intermediate Filament Proteins Enable Neural Culture Substrates That Promote Neurite Extension And Reduce Oxidative Stress, Justin Jones, Kristin Durrant Mar 2026

Recombinant Hagfish Intermediate Filament Proteins Enable Neural Culture Substrates That Promote Neurite Extension And Reduce Oxidative Stress, Justin Jones, Kristin Durrant

Browse all Datasets

This dataset supports the production, characterization, and biological validation of a novel recombinant hagfish intermediate filament (rHIF) protein functionalized with spider silk motifs (rHIF-alpha-GRGGL). The data demonstrates a scalable bioprocess resulting in a 7.76 g/L yield, high structural alpha-helicity (77.2%), and significant support for N2a cells.


College Council Minutes (March 24, 2026), Dmacc Mar 2026

College Council Minutes (March 24, 2026), Dmacc

College Council

No abstract provided.


Point-Of-Care Electrochemical Diagnostic Developments For Multidrug-Resistant Bacteria: Role Of Aptamers And Nanomaterials, Kamna Ravi, Baljit Singh Mar 2026

Point-Of-Care Electrochemical Diagnostic Developments For Multidrug-Resistant Bacteria: Role Of Aptamers And Nanomaterials, Kamna Ravi, Baljit Singh

Research Outputs: 2025-Present

The unchecked and uncontrolled global spread of multidrug-resistant (MDR) bacteria is a serious challenge to healthcare and modern medicine, and demands diagnostic approaches that are rapid, sensitive, multiplexed, and reliable in point-of-care (POC) settings. At the interface of nanomaterials and aptamer-based biosensing, significant advances have been reported. The convergence of portable electrochemical sensing technologies, smartphone-based readout systems, and artificial intelligence (AI)- and machine learning (ML)-based data analysis is also playing a significant role in advancing this area. This perspective reflects on the most recent breakthroughs and translational developments in electrochemical nano-aptasensors for MDR bacterial detection, covering diagnostic targets and translation …


Feeding Negativity On Social Media: How Compensating Customers Creates Vicious Cycles Of Complaint, Yuchi Zhang, Kunpeng Zhang Mar 2026

Feeding Negativity On Social Media: How Compensating Customers Creates Vicious Cycles Of Complaint, Yuchi Zhang, Kunpeng Zhang

Marketing

Purpose

The study explores the paradoxical impact of managerial responses to negative comments on social media, revealing how offering compensation inadvertently escalates negativity into a vicious cycle. Through a unique Facebook policy quasi-experiment, we show that apologies, in contrast, effectively neutralize further complaints.

Design/methodology/approach

We utilize interactive data on Facebook to assess how firms' managerial responses to negative comments – particularly responses involving compensation topics – affect the volume and tone of subsequent complaints. Additionally, we use instrumental variables and difference-in-differences (DID) models to account for potential sources of endogeneity.

Findings

The results reveal that managerial response increase both the …


Rigorous Electromagnetic Beamforming Simulations For Realistic Vehicular-To-Infrastructure (V2i) Scenarios In 5g Systems, Mohanad Hussam Aldean Ahmed Almuzian Mar 2026

Rigorous Electromagnetic Beamforming Simulations For Realistic Vehicular-To-Infrastructure (V2i) Scenarios In 5g Systems, Mohanad Hussam Aldean Ahmed Almuzian

Theses and Dissertations

Millimeter-wave (mmWave) Vehicle-to-Infrastructure (V2I) communication is a key enabling technology for next-generation intelligent transportation systems, offering high data rates and low latency to support safety-critical and autonomous driving applications. However, mmWave communication at 28 GHz suffers from severe path loss, sensitivity to blockage, and strong dependence on antenna directivity and beam alignment, particularly in complex urban environments. As a result, advanced beamforming and multi-antenna techniques are essential to ensure reliable and high-capacity V2I links. This thesis investigates mmWave V2I communication performance using realistic electromagnetic modeling and beamforming techniques. Full-wave antenna simulations and deterministic ray-tracing are employed using Ansys Electronics Desktop, …


Special Joint Meeting Of The Finance Committee & Audit Subcommittee - Open Session Book 03/24/2026, Uc Law Sf Mar 2026

Special Joint Meeting Of The Finance Committee & Audit Subcommittee - Open Session Book 03/24/2026, Uc Law Sf

2026 Board of Directors Agenda and Materials

No abstract provided.


Artificial Intelligence In Mycology: A Systematic Review Of Species Identification, Biotechnological Assessment, And Explainable Deep Learning Methods, Fati̇h Eki̇nci̇, Mehmet Serdar Güzel, Ilgaz Akata Mar 2026

Artificial Intelligence In Mycology: A Systematic Review Of Species Identification, Biotechnological Assessment, And Explainable Deep Learning Methods, Fati̇h Eki̇nci̇, Mehmet Serdar Güzel, Ilgaz Akata

Turkish Journal of Botany

This review offers a comprehensive analysis of the expanding role of artificial intelligence (AI) in mycological research. It highlights how AI supports the identification of fungal taxa at both microscopic and macroscopic levels, facilitates the detection of toxic species, contributes to ecological mapping, aids in discovering new fungal bioproducts, and enhances precision agriculture practices. Advanced techniques such as convolutional neural networks, you only look once, U-shaped network (UNet), and residual network have demonstrated strong performance in classification, segmentation, and object detection tasks. Additionally, explainable AI (XAI) methods like gradient-weighted class activation mapping (Grad-CAM), local interpretable model-agnostic explanations (LIME), and SHapley …