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Multi-Label Seabed Image Classification: A Comparative Study Of Deep Learning And Machine Learning Models, Anis Bel Hadj Hassin, Elyes Omri

Journal of King Abdulaziz University: Marine Science

This study evaluates the effectiveness of deep learning and machine learning models for classifying seabed images into three ecologically significant categories: algae, rocks, and sand. We investigated five models: ResNet50, VGG16, a custom-designed convolutional neural network (CNN), support vector machines (SVM), and random forests (RF). Deep learning models were fine-tuned on 1259 seabed images, with the custom CNN architecture optimized using depthwise separable convolutions and global average pooling. For SVM and RF, features were extracted using a pre-trained VGG16 network. Class weighting was applied to address potential imbalances in the dataset. The custom CNN achieved the highest validation accuracy (82.01%), …

Endophytic Actinobacteria: Deciphering Therapeutic And Industrial Potential, And Prospects Of Genome Mining In Novel Products Discovery, Yusra Waheed, Rabia Shahdin, Imran Sajid

Journal of Bioresource Management

Endophytic actinobacteria are a diverse group of Gram-positive bacteria with high G+C content, which inhabit plants’ internal tissues, and represent a significant yet underexplored reservoir of bioactive secondary metabolites. In host plants, a remarkable repertoire of metabolites, including broad-spectrum antibiotics, anticancer, antiviral, antifungal, antioxidant, and immunomodulatory compounds, is synthesized by these microbial allies, carrying significant medicinal and agricultural potential. These endophytes, in contrast to their soil relatives, have developed unique biosynthetic gene clusters (BGCs) strongly influenced by plant-associated factors, leading to the production of structurally novel metabolites. In recent years, the advances in genome mining, metagenomics, and metabolomics have accelerated …

The Multifaceted Medicinal Properties Of Momordica Charantia: Insights Into Phytochemistry And Therapeutic Applications, Maham Ashfaq, Haroon Ur Rashid, Javaria Ashfaq, Shazia Ramzan, Fatma Hussain

Journal of Bioresource Management

Momordica charantia (bitter melon) is a significant medicinal plant, having been long used in traditional medicine in Asian, African and South American systems. M. charantia is more than a traditional medicine; by consolidating existing evidence, it is a promising source of drug discovery and can serve as a complementary in contemporary therapeutics. Over the last several decades, it has become the subject of contemporary biomedical studies due to its abundance of phytochemicals, such as saponins, flavonoids, alkaloids, and polypeptides. These bioactive compounds present a wide range of pharmacological processes that M. charantia can be a natural solution to some of …

Metabolic Markers And Gut Microbiota In Big Cats: A Relationship Between Diet, Health And Environment, Javeria Saman, Saima Sharif, Bushra Nisar, Shagufta Naz

Journal of Bioresource Management

The wild animals that occupy large territories were found to adapt less easily to captive environments compared to those with small home ranges. Among big cats, captivity posed a range of challenges, with stress emerging as central factor influencing overall welfare. Transition into captive environment was shown to alter both behavior and physiological processes, largely due to changes in their natural habitat, environmental complexity and diet. Several health issues reported in big cats including alopecia, gastrointestinal issues, neuromuscular disorders such as hindquarter paralysis were associated with underlying metabolic dysregulation. Metabolic health was recognized as critical component of overall well-being, closely …

Modeling Framework To Demonstrate Elimination Of A Vector Population: Tsetse Elimination In Chad, John Hargrove, Mahamat Hissene Mahamat, Moukhtar Aldjibert, Wilfrid Yoni, Djoukzoumka Signaboubo, Justin Darnas, Ernest Salou, Inaki Tirados, Albert Mugenyi, Priscille Barreaux, Philippe Solano, Antoine Marc Gaby Barreaux

All Peer-Reviewed Publications

Every year, over 700,000 people, particularly children under five, die from vector-borne diseases worldwide. Effectively controlling endemics and preventing new outbreaks requires an integrated approach that can lead to the elimination of both vectors and diseases. In the last two decades, integrating medical interventions and vector control has significantly reduced the incidence of Gambian Human African Trypanosomiasis (g-HAT), with the World Health Organization validating eight countries as having eliminated the disease as a public health problem. However, elimination of the tsetse vector has not been confirmed, leaving the possibility of re-emergence. We developed a six-step modeling framework to assess vector …

Haematological Responses Of Nile Tilapia (Oreochromis Niloticus) To Diets Supplemented With Varying Levels Of Plant Leaf Meals, Isaack V. Makombe, Harishchandra Pratap, Felister Urasa, Blandina R Lugendo

Tanzania Journal of Science

Plant leaf meals have the potential to replace fishmeal in fish feed formulation, hence reducing its cost and increasing fish production. This study evaluated the effects of plant leaf meals (PLMs) on haematological parameters in Nile tilapia (Oreochromis niloticus). The PLMs of cassava, sweet potatoes, cowpeas and common beans were substituted at the rate of 100% (mixed leaves of all four species, Diet 5), followed by each separate leaf meal at 100% (Diet 4), 75% (Diet 3), 50% (Diet 2) and 0% (control diet containing fish meal, Diet 1). Fish collected from Mbegani Fisheries Institute were kept in five, 80 …

Dynamical Behavior, Extinction And Persistence In A Stochastic Delayed Two-Strain Epidemic Model With A Generalized Crowley-Martin Incidence Rate, Amina Allali, Dounia Bentaleb, Saida Amine

Mathematical Modelling and Numerical Simulation with Applications

This paper develops and analyzes a novel delayed stochastic SIR epidemic model with two interacting strains and general incidence functions. By establishing the existence and uniqueness of a positive global solution, the well-posedness of the model under stochastic perturbations is ensured. Extinction occurs when the stochastic reproduction number falls below unity, as demonstrated through Itô calculus and martingale convergence theorems, while persistence is guaranteed under the Crowley–Martin incidence when it exceeds one. Numerical experiments based on the Positive Preserving Truncated Euler–Maruyama (PPTEM) scheme confirm the analytical predictions and highlight the influence of time delay and noise intensity on the long-term …

Protective Effects Of Yogurt Against Sodium Fluoride-Induced Liver Dysfunction In Rabbits, Rasool Bux, Rehana Buriro, Shamsuddin Bughio, Kashif Ali Malak, Muhammad Aqeel, Fayaz Ali, Ali Raza, Abdul Sallam

Journal of Bioresource Management

Fluoride (F-) is among the most important compounds that can damage hepatic tissue and increase level of ALT, ALP, Bilirubin, GGT, and decreases the albumin. Present study was conducted to explore protective role of yogurt on hepatic dysfunction induced by sodium F- at different doses. Animal were divided into seven experimental groups (6 rabbits/group). Group A (Control), Group B (F- 50 mg/kg), Group C (yogurt 15 g/kg), Group D (F- 50 mg + yogurt 15 g/kg), Group E (F- 100 mg/kg), Group F (yogurt 30 g/kg), Group G (F- 100 mg/kg B.W. + yogurt 30 g/kg). In F- treatment groups …

In Vitro Anticancer Evaluation Of Tamoxifen And Paclitaxel-Loaded Chitosan Nanoparticles Against Breast And Lung Cancer With In Silico Docking, Arshia Amaan, Farah Mehak, Amer Jamil, Fatma Hussain

Journal of Bioresource Management

Breast and lung cancer are the primary cause of death worldwide, underlining the need for an improved therapeutic strategy. In the current study, tamoxifen (TAM) and paclitaxel (PTX) loaded chitosan nanoparticles (NPs) were produced for the evaluation of sustained drug delivery and enhanced anticancer potential of nanocarriers over conventional chemotherapy against breast and lung cancers, respectively. Nanoparticles were produced by the ionic gelation method and characterized by UV-visible spectroscopy, Dynamic Light Scattering and Fourier Transform Infrared Microscopy (FTIR), verifying the nanoscale morphology, stability and successful encapsulation. A drug release profile study (in vitro) (78 %, 60-75 %) and …

Liver Function Test (Lfts) Revealed Ameliorative Effect Of Probiotics And Antibiotics As Therapeutic Agents Against Experimentally Induced Enterotoxemia In Goat, Muhammad Mohsen, Jam Kashif Zaman, Amjad Hussain Mirani, Nazeer Hussain Kalhoro, Benazir Sahito

Journal of Bioresource Management

Present study was conducted to evaluate the various liver enzymes in experimentally induced enterotoxemic goat inorder to ensure the therapeutic potential of probiotics and antibiotics. Experiment was conducted at Department of Veterinary Medicine, Sindh Agriculture University Tandojam in which 35 non-descriptive goats were housed and experimenatally induced with enterotoxemia by inoculation of Clostridium perfringens culture surgically by performing laparotomy into intestine. After apperence of positive clinical signs of infection, goats were randomly divided into 5 treatment groups i.e. Group 1 (negative control), Group 2 (positive control), Group 3 (yogurt, 5 % solution, 50 mL/time), Group 4 (Yeast, 5 % solution, …

Prevalence And Risk Factors Association Of Babesiosis In Cattle And Buffaloes In District Naushahro Feroze, Sindh, Pakistan, Kazim Raza, Amjad Hussain, Sajid Moin, Huzaifa Arain, Muhammad Mohsen, Maria Abubakar, Erum Bughio, Barkat Ali

Journal of Bioresource Management

Background: Bovine babesiosis is a protozoan disease that is transmitted by ticks and has significant veterinary and economic impacts on tropical livestock systems. Prior to this study, no epidemiological data was available of Sindh, Pakistan.

Purpose: To estimate the Babesia spp. prevalence and estimate the risk factors with respect to cattle and buffaloes in five tehsils of District Naushahro Feroze, Sindh, Pakistan.

Methods: A cross-sectional study was conducted using 200 blood samples (100 Thari cattle; 100 Kundhi buffaloes; both sexes) in five tehsils (Kandiaro, Moro, Mehrabpur, Bhiria and Naushahro Feroze). Thin blood smears under Giemsa stain were viewed under oil-immersion …

Evaluation Of Heavy Metal And Health Risks Of Well Water In Abobo, Osara And Osaragada Communities In Kogi State, North-Central, Nigeria, Muhammed Haruna Isah, Blessing Ahmed, Dauda Tanko, Adang Kombe Lucas

Journal of Bioresource Management

Human health may be at risk if drinking water contains excessive amounts of heavy metals (HMs). To determine risks related to heavy metals, fifteen water samples were taken every month between July and September, 2024 from the communities of Abobo (Site A), Osara (Site B) and Osaragada (Site C) close to Confluence University of Science and Technology, Osara. These samples were tested for ten HMs (Cu, Fe, Ni, Zn, Co, Cd, As, Cr, Hg, Pb) with the aid of Atomic Absorption Spectroscopy. The average concentration ranges as follows: Fe (0.378-0.511 mg/l), Cu (1.643-1.720 mg/l), Ni (0.31-0.556 mg/l), Zn (0.17-0.271 mg/l), …

Isolation, Quantification, And Characterization Of Microplastics In Atmospheric Fallout Across Different Areas Of Lahore, Punjab, Pakistan, Muhammad Rizwan, Aqib Javed, Muhammad Javed Islam, Kashif Riaz, Asif Bilal, Muhammad Nasir, Ayesha Ali

Journal of Bioresource Management

Microplastics have become widely dispersed in our environment, and even in the air we breathe. The present research aims at identifying and determining the amounts of microplastics present in atmospheric fallout over Lahore city, which is characterized by a large population and several manufacturing industries. In order to find out the existence of microplastics, samples of atmospheric fallout were collected from various sites across hustling municipalities of Lahore that included urbanized settlements. The analysis disclosed that there are various forms of microplastic fibers, fragments and granules indicating different sources of pollution. The identified ones varied from 114.485 µm to 2034.731 …

Sensitivity Of The Mangrove Forest In The Joal-Fadiouth Marine Protected Area (Senegal) To Climate Variability (Rainfall And Temperatures), Eugenie Marie Mossane Sene, Elhadji Faye, Sylvie Brizard Zongo, Hippolyte Ditona Tsumbu, Jean-Claude Micha

Journal of Bioresource Management

Mangroves provide coastal communities with a multitude of ecosystem services. This is the case in Joal-Fadiouth. A study on its mangrove dynamics revealed a decline in area between 1974 and 2004, followed by a gradual trend after it acquired Marine Protected Area (MPA) status in 2004. Given the importance of this mangrove, the research focused on analyzing its evolution associated with rainfall and temperature variability. To do this, Spearman’s Rho correlation coefficient was performed between mangrove areas in 10-year increments from 1974 to 2024 and values of climate parameters studied for each increment, with n (number of pairs) = 6. …

Diversity, Prevalence And Associated Factors Of Gastrointestinal Parasites In Small Ruminants Of Chitral, Hindu Kush Mountains, Pakistan, Maaz Saleem, Kamran Khan, Muhammad Zahid Shah

Journal of Bioresource Management

This study investigated the prevalence of helminths parasites and the influence of associated factors including district, valley, species, gender, age, flock size, flock type, feeding system, and deworming among small ruminants in Chitral, Hindu Kush Mountains, Pakistan. Fecal samples from 401 goats and 410 sheep were analyzed. Chi-square tests were applied to determine the associated factors. The overall prevalence of helminths parasites was 59.4 %, with 58.9 % in goats and 60 % in sheep. The most prevalent coprologically detected parasite species was Toxocara spp. (27.1 %), followed by Moniezia spp. (17 %). In mixed infections, mostly Toxocara spp. with …

Vitamin C (Ascorbic Acid) Supplementation In Caprine Semen Extenders: Current Evidence, Knowledge Gaps, And Implications For Triladyl® Based Preservation Systems, Abdul Saboor Brohi, Qudratullah Kalwar, Muhammad Mohsen Rahimoon, Hidayatullah Soomro, Hubdar Ali Kolachi, Rafique Ahmed Shar, Muhammad Awais Soomro, Abdul Aleem Korejo, Muhammad Arslan Yousaf Rehan, Sajad Ali Laghari

Journal of Bioresource Management

Cryopreservation of goat semen is an essential tool for genetic improvement, germplasm conservation, and the expansion of artificial insemination programs in caprine breeding. However, buck spermatozoa are highly susceptible to cryo-induced oxidative stress due to their membrane composition rich in polyunsaturated fatty acids. Excessive generation of reactive oxygen species during semen processing, freezing, and thawing compromises sperm motility, viability, membrane integrity, mitochondrial function, and DNA stability, ultimately reducing post-thaw fertilizing potential. Semen extenders play a pivotal role in mitigating these detrimental effects by providing cryoprotection and maintaining cellular homeostasis. Among commercial extenders, Triladyl® is widely used in ruminant semen preservation; …

Comparative Screening Of Cytotoxic Potential Of Berberis Aristata And Senna Alexandrina Extracts, Rida Noor Akhtar, Javaria Zahoor, Rizwan Ullah Khan, Aziz Ullah, Naila Malkani

Journal of Bioresource Management

Medicinal plants provide a safe and efficient source of drugs for cancer treatment. Berberis aristata and Senna alexandrina are traditionally used to treat several ailments because they contain compounds with antimicrobial, antitoxic, anti-inflammatory, and other properties. The objective of the study was to prepare crude ethanolic extracts of B. aristata and S. alexandrina and to determine their cytotoxic potential against cancer cells. Ethanolic extracts were prepared for both plants. Hepatocellular carcinoma cells (HepG2) were used for all assays. The cytotoxicity of extracts was determined by 3‑(4,5‑Dimethylthiazol‑2‑yl)‑2,5‑diphenyltetrazolium bromide (MTT) assay using various concentrations of extracts. The obtained sub-lethal concentrations were used …

Fungal-Associated Deterioration Of Polythene Bags Collected From The Dumping Sites Of District Sialkot: A Preliminary Screening Study, Zarish Fatima, Brian Gagosh Nayyar, Ayesha Sarwar, Mah-E- Noor Abbas, Saira Fiaz, Wajiha Seerat

Journal of Bioresource Management

Polythene bags are highly inert plastic materials made from monomers of ethylene. Due to their durability, lightweight, and low-weight characteristics, polythene bags are in high demand among consumers and retailers worldwide. This widespread use of polythene bags has led to the generation of polythene waste in the environment. This study focused on the degradation of polythene bags through fungal strains in the desired region.  In this research, three identified fungal strains, namely Aspergillus niger, Aspergillus flavus, and Fusarium oxysporum, were screened using two synthetic media for degradation, such as the culture plate method (CPM) and Liquid media degradation (LMD). A …

Scorpions Of Angola (Arachnida, Scorpiones). Part I. Family Buthidae, With Descriptions Of Two New Species., František Kovařík

Euscorpius

All scorpion species of the family Buthidae known from Angola are listed, with color photographs and maps of their distribution. Diagnosis of Babycurus ansorgei Hirst, 1911 is revised; its male is described for the first time. Babycurus crassicaudatus Roewer, 1952, is revalidated (it was erroneously synonymized with B. ansorgei, since the females of both species are morphologically almost identical). Uroplectes angolensis sp. n. and U. xavieri sp. n. are described from Angola. Validity of Uroplectes ngangelarum Monard, 1930 is confirmed as different from U. planimanus (Karsch, 1879); its lectotype is designated. Lectotype is also designated for Uroplectes planimanus …

Light-Driven Zonation And Community Structure Of Aerophytic Microalgae In A Tropical Limestone Cave (Gua Tempurung, Malaysia), Wan Maznah Wan Omar, Mohammad Basri Eshak, Luthfiana Aprilianita Sari, Zulaihat Hamza Abdullahi, Yusuf Abdullahi

International Journal of Speleology

Cave ecosystems host specialized phototrophic biofilms structured primarily by light availability, yet quantitative assessments of aerophytic microalgal community organization in tropical limestone caves remain limited. This study investigated spatial variation in the structure of aerophytic microalgal communities across four ecologically distinct zones (entrance, transition, penetration, and low light) of Gua Tempurung, Malaysia. Stratified sampling was conducted during three seasonal periods. Dominant phototrophic morphospecies were identified using microscopy, and community composition was analyzed in relation to key environmental variables. Twenty-three dominant microalgal morphospecies were recorded across the cave gradient. Cyanobacteria constituted the major component of both richness and abundance, followed by …

Environmental Tolerances And Habitat Association Of Three Endemic Crayfish Species In Texas, Andrew Walker

Biology Theses

Little is known about many of the 52 crayfish species in Texas. This thesis investigates physiological tolerances of three species endemic to the Jackson Vale ecoregion of Southeast Texas, the Bastrop crayfish (Procambarus texanus), Nueces crayfish (Procambarus nueces), and the Fayette’s crayfish (Procambarus fayettei) as well as the White River crayfish (Procambarus acutus), which is ubiquitous throughout East Texas. Thermal, hypoxia, and acidity tolerances were tested on wild caught individuals through laboratory assays. Findings from this study will inform wildlife managers of future conservation strategies relating to these endemic species.

Topographic Control Of Forest Species Distributions In The Interior West From Forest Inventory And Analysis Data, R. Justin Derose, Matthew F. Bekker

Wildland Resources Faculty Publications

The geographic distribution of forest and woodland ecosystems in the Interior West United States is strongly influenced by topographic factors that, in part, control moisture availability through their effect on insolation, precipitation capture, and retention. Through an empirical approach, we use unique, plot-level data from the Forest Inventory and Analysis Program (n = 13,437) over eight ecoregions within eight Interior West states to characterize the distribution of the 12 most abundant tree species with respect to the effects of elevation, slope aspect, and slope steepness. Across species, elevation, and aspect, most forested plots occurred on gentle slopes and the …

Exploring Psychological Traits And Feedback Strategies In Physical Therapy Providers Learning Acceptance And Commitment Therapy, Dustin Cox

Journal of Applied Disciplines

Providing treatment interventions to clients with chronic pain is a complex task for any professional. Research suggests that clients with chronic pain experience declines in physical, emotional, and psychological quality of life. Client’s that have chronic pain have complex effects from dealing with this condition in their lives. Clients with chronic pain (i.e., pain lasting > three months) process pain through the emotional and reward circuitry in the brain which is different than client with acute pain. The literature base provides evidence that clients with chronic pain who receive psychologically based interventions along with physical rehabilitation have better outcomes than individuals …

The Impact Of The Urban Dimension Of Social Housing Projects In Improving The Quality Of Urban Life For Residents Case Study (Housing Project For Neighborhood 27 In New Damietta City), Samah Sameh Zaki Al Qaqaa, Nanis Abdel Hameed Al-Sayyad, Marwa Atef Abdel Hadi

Mansoura Engineering Journal

This research discusses social housing and its impact on improving the quality of life for residents. It measures the relationship between housing and quality of life indicators, in line with Goal 11 of the Sustainable Development Goals, and Egypt's Vision 2030, which prioritizes urban development and slums to achieve safe housing. This is done within understanding social housing, its requirements and priorities, leading to the factors that must be present in housing to improve the quality of life for its residents. This is accomplished by assessing the impact of the urban side of projects in improving the quality of life …

Teachers’ Awareness Of Family Engagement In Multilingual Education, Sedighe Zamani Roodsari

Journal of Multicultural Affairs

This study investigated public school teachers’ awareness of family engagement as a linguistic and cultural resource for multilingual students. Multilinguals are typically described as individuals who can communicate in more than one language, with English not being their native language, and their linguistic choices are influenced by societal norms and systems (Šifrar Kalan et al., 2024; Wei, 2008). Preparing pre-service teachers to enhance opportunities for multilingual students remains a critical need in teacher education programs, as they strive to move beyond monolingual ideologies in their teaching practices (Cárdenas Curiel et al., 2024; Kim & Choi, 2020; Williams & Ewing, 2019). …

Biotechnological Applications Of Microalgae: Advances, Potential And Future Challenges: A Review, Samiha M. Gharib, Mohamed Z. Nassar

Blue Economy

This review highlights the diverse biotechnological applications of microalgae, emphasizing their significance in human health, nutrition, and sustainable development. Microalgae are among the most widespread photosynthetic microorganisms in aquatic environments, characterized by remarkable metabolic diversity and the ability to produce a wide range of valuable bioactive compounds. These compounds include proteins, lipids, essential fatty acids, pigments, vitamins, and antioxidants, which support their applications in food, feed, pharmaceuticals, and cosmetic industries. In addition to their nutritional and therapeutic potential, microalgae play a crucial role in environmental management through carbon dioxide sequestration, wastewater treatment, and bioremediation processes. Their capacity to convert solar …

An Overlooked Terrestrial Archive: Freshwater Cements And Hydroclimate Signals In Quaternary Glaciogenic Deposits, Owen F. Mccaffrey, Ian Z. Winkelstern, Tara A. Kneeshaw, Melinda C. Higley

University Faculty Publications and Creative Works

Quaternary glaciogenic deposits, which serve as vital groundwater aquifers, are often partially cemented with carbonate minerals, but the timing of emplacement of these cements and their geochemical conditions of formation remain understudied. Here, we integrated petrography, δ¹⁸O, Mg/Ca, and clumped isotope (Δ₄₇) data from two calcitecemented outcrops in western Michigan (USA) to investigate the origin of glacial sediment cements. The two sites have contrasting topographic and textural settings reflecting distinct formation conditions. The elevated Wabasis Lake deposit records sequential phreatic-to-vadose cementation, while the Cherry Valley Sands site, very close to the modern water table, shows a …

(R2124) Impact Of Delay And Awareness On Hiv/Aids Epidemic Model, Debashis Biswas

Applications and Applied Mathematics: An International Journal (AAM)

A delayed HIV/AIDS epidemic model with awareness has been taken here. Essentially, it is mentioned that the disease spreads among the population only through contact (horizontal transmission). The equilibrium points of both the proposed models are investigated, and their stability is discussed. Both models have two types of equilibria, namely the disease-free and the disease positive. The basic reproductive number of both models has been calculated by using the next generation matrix technique. In this paper, the main motivation is to find a way to decrease the disease transmission. Also discussed the impact of delay and awareness on the HIV/AIDS …

(R2167) Global Stability Of Seirs Model With Single Dose Vaccination In Varying Population, Govind Jha, Prabhat Mandal, Sarita Jha

Applications and Applied Mathematics: An International Journal (AAM)

Understanding the evolution of infectious diseases within a dynamic population is essential for formulating effective public health strategies. This work introduces an enhanced SEIRS epidemic model that incorporates demographic variation and a single-dose vaccination strategy, supporting that immunity can be reduced over time. The model reflects diseases in which individuals may return to the susceptible state after recovery. Extending prior reduced three-dimensional models, this study develops a complete four-dimensional SEIRS framework, thereby increasing the model’s applicability to real-world scenarios. The inclusion of the full system presents greater analytical challenges. To overcome this, we extend the second additive compound matrix and …

Dimensional Welfare Beyond Pain: Extending The Precautionary Principle In Birch’S “The Edge Of Sentience”, Willa M. Lane, Nicola S. Clayton

Animal Sentience

Birch's (2024) The Edge of Sentience identifies sentience candidates primarily through the pain-focused LSE Criteria. Yet, as Birch himself notes in Proposal 17, sentience is not pain. We argue that statutory welfare protections must therefore reach beyond pain, and that the right tool for doing so is Birch et al.’s (2020) dimensionality framework, which characterises conscious experience across five domains. Used together, the LSE Criteria establish that welfare is at stake, while the dimensionality framework maps what is at stake beyond pain to provide a taxon-specific profile of where captivity impoverishes experience. We apply this approach to invertebrate welfare and …