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  • Characterizing near-bottom ocean currents at deep-sea topographic features requires observations across multiple scales, from basin-wide circulation models to local in situ measurements. This study addresses this challenge at DeepInsight Hill, on Mohns Ridge, by combining eight months of in situ current measurements, global ocean model predictions, and novel ROV-based biological flow indicators. The flow regime shows a striking decoupling between tidal pressure and near-bottom currents. The semi-diurnal tide (M2) accounts for ~50% of tidal pressure amplitude yet contributes less than 0.5% of current kinetic energy, while the diurnal tide (K1) drives the largest tidal currents. Tidal energy accounts for only 8.8–9.4% of total current kinetic energy, consistent with other published current records along Mohns Ridge. A monthly comparison with the Copernicus global model shows that the model reproduces the seasonal modulation of the flow at the base of the hill but not the flow at the summit. During winter, sustained directional transport occurs simultaneously in opposite directions at the summit and base of DeepInsight Hill (S-SE and N-NW respectively), accounting for most of the effective water displacement over the record. Foliaceous sponges at the base of the hill show consistent W-SW orientations that do not match the long-term mean flow direction. Instead, these orientations align with episodic peak currents recorded during summer, suggesting that sponge morphology records specific high-energy flow events rather than time-averaged conditions, possibly amplified by peak seasonal nutrient supply. Bedforms observed at the same location eight months apart show no significant change, indicating that sediment-mobilizing currents are episodic and may not recur annually. These results highlight the value of combining physical and biological proxies for characterizing near-bottom flow regimes in topographically complex deep-sea settings.

    J. Mar. Sci. Eng.

    14 October 2026

    • Article
    • Open Access

    Dissimilar alumina-to-copper joints are key enabling structures for hermetic ceramic–metal feedthroughs used in vacuum-electronic and X-ray-tube assemblies, yet the large mismatch in thermal expansion and the poor wettability of oxide ceramics by molten braze alloys make reliable joining difficult. In this work, the synergistic effect of zirconium added to a multicomponent Ag–Cu–Ti–Sn active filler metal was investigated by single-step induction brazing of Al2O3 to Cu. Three filler metals, Ag–Cu–Ti–Sn, Ag–Cu–Ti–Sn–3.5Zr and Ag–Cu–Ti–Sn–5.1Zr (wt.%), were produced by vacuum arc remelting, cold-rolled to foil and used to braze the joints for 15 min under a vacuum of 10−6 mbar at 840, 860 and 880 °C, respectively. The microstructure and interfacial reaction products were characterised by optical and scanning electron microscopy with energy-dispersive spectroscopy, while X-ray diffraction was performed on the filler metal foils to identify their crystalline phases. The mechanical response was assessed through shear strength, Vickers microhardness, and fractographic analysis. Every joint developed a brazing zone and a continuous reaction layer. With the Zr-free filler, the reaction layer comprised TiO and Cu3Ti3O, whereas both Zr-bearing fillers produced a TiO-plus-ZrO2 reaction layer, with Ti reacting closer to the alumina interface than Zr, consistent with the more negative Gibbs free energy of TiO formation. The 3.5 wt.% Zr condition, which combined the thickest brazing zone with the thinnest reaction layer, gave the highest mean shear strength at 14 ± 2.5 MPa, about 56% above the Zr-free condition at 9 ± 1.5 MPa, while the 5.1 wt.% Zr condition, with a thicker ZrO2 reaction layer, gave 12 ± 2.0 MPa. With three specimens per condition these differences approach but do not reach significance at the 5% level (one-way ANOVA, p = 0.062), and the ranking is supported by the accompanying microstructural and fractographic evidence. The reaction-layer microhardness increased monotonically with Zr content, from 146 HV (Zr-free) to 248 HV (3.5Zr) and 317 HV (5.1Zr). All joints failed in a quasi-brittle manner along the reaction layer and the adjacent alumina. Because Zr content, brazing temperature and foil thickness varied together, the results identify the 3.5 wt.% Zr condition as the best performing of those investigated rather than an intrinsic optimum Zr concentration, and they clarify the competing roles of reaction-layer chemistry and thickness in Zr-modified active filler metals.

    Appl. Sci.

    14 October 2026

    • Article
    • Open Access

    The world has faced pandemics throughout its history. The most recent, COVID-19, took lives and disrupted healthcare and economies. COVID-19 vaccine programs were launched worldwide; however, the record time in which vaccines were developed raises questions about side effects and their severity. Also, as vaccines are delicate medical products, their cold supply chain must be continuously tracked and monitored to ensure their efficacy. Moreover, vaccine supply chain management is complex and requires trained staff to handle its different activities. As such, it is important to connect beneficiaries’ symptoms and registration systems with the vaccine supply chain to enable healthcare authorities to investigate whether observed side effects may be linked to cold chain handling conditions or production factors. Consequently, the need arises for a system that manages trained personnel certificate generation, which could also be used as a verification tool for employing the right experts for the right job. Therefore, our study developed a blockchain platform that integrates individuals’ registration and side effect data with vaccine cold supply chain information. The developed platform also includes a certification system for cold supply chain personnel training to support authenticated certificate generation and role assignment management. Blockchain was selected due to its features of security, decentralization, traceability, and trust. The key contributions of this work lie in providing a digital collaborative management and data tracing platform for vaccine side effects that are linked to beneficiaries’ registration and cold supply chain data to enable healthcare authorities to investigate whether any observed side effects may be linked to cold chain handling conditions or production factors while managing the issuance of certificates for trained cold supply chain personnel and controlling their employment in the correct chain(s). Our platform creates training certificate IDs without a central entity to regulate certificate generation and uses the created certificate information to control the employment of personnel with the appropriate training in the right chain to perform the right role. Our platform identified personnel employed in any chain where violations were recorded and side effects were subsequently reported, and presents their training and employment data, providing the interconnected data record necessary for accountability. The platform was tested successfully, producing the desired outcome of secure, traceable, and transparent vaccine data sharing, linking, and verification.

    Sensors

    14 October 2026

    • Article
    • Open Access

    BAM15 Enhances Regorafenib Cytotoxicity in a Canine Osteosarcoma Cell Model

    • Agnieszka Dolnicka,
    • Klaudia Marcinkowska and
    • Agnieszka Śmieszek
    • + 3 authors

    Osteosarcoma is an aggressive primary bone malignancy affecting both humans and dogs, and canine osteosarcoma represents a valuable comparative model for investigating novel therapeutic strategies. Targeting tumour metabolism may enhance the efficacy of existing anticancer treatments. This study investigated whether the mitochondrial uncoupler BAM15 modifies the response of canine D17 osteosarcoma cells to regorafenib. Cells were treated with BAM15 (20 µM) or regorafenib (REG; IC25, 8 µM; IC50, 16 µM) alone or pretreated with BAM15 before regorafenib exposure. Treatment effects were assessed using viability assays, Annexin V/propidium iodide staining, cell-cycle analysis, Seahorse XF bioenergetic profiling, quantitative PCR, and Western blotting. BAM15 alone did not significantly affect cell metabolic activity. Combined treatment with BAM15 and regorafenib produced a significantly greater reduction in cell metabolic activity than regorafenib alone at IC50, whereas no significant difference between treatments was observed at IC25. Combined treatment at IC50 increased late apoptotic and necrotic populations and disrupted cell-cycle distribution. BAM15 reduced oxidative phosphorylation-derived ATP production without detectable glycolytic compensation but did not further suppress mitochondrial ATP production beyond regorafenib effect alone. Combined treatment also induced transcriptional changes in stress-adaptation-related genes, while protein analysis revealed reduced BAX and BAX/BCL-2 ratio. These exploratory findings provide preliminary evidence that mitochondrial uncoupling by BAM15 may modify the response to regorafenib and support further mechanistic investigation and validation in additional tumour and non-malignant canine models.

    Int. J. Mol. Sci.

    14 October 2026

    • Article
    • Open Access

    Mobility Tourism and Capital Formation in the Albania–Greece Corridor

    • Admir Mulaj,
    • Humberto Nuno Rito Ribeiro and
    • Adela Karapici

    We assess two Albania–Greece corridor channels: visitor expenditure in Greece and Greece-origin finance potentially supporting Albanian capital formation. Bilateral visitor-receipt data complement immediate-partner direct investment liability transactions matched to nominal capital formation over 48 quarters (2014–2025), annual household transfers and two-direction travel receipts. The 2005–2025 framework retains thirteen outcomes and sensitivities for 68 allocated Albanian entry quarters. Greek contemporaneous visitor-receipt associations are positive, but bounds calculations and diagnostics do not establish cointegration. Across 44 forecast targets, lagged visitors do not demonstrate improved Greek receipt forecasts under full-window primary log-error measures. Albanian visitor-investment estimates include negative, allocation-sensitive results. Originally, a EUR 10 million increase in lagged direct investment liability transactions was associated with 0.861 nominal capital formation log-growth points (95 percent reference interval: −0.371 to 2.094). Four- and twelve-quarter sensitivities show sample-dependent signs. Twelve-lag joint tests depend on controls, whole-window sums remain imprecise, and residual serial correlation prevents reliable financial-transmission inference. Annual evidence establishes household resources and bidirectional spending, not investment use. This falsifiable two-channel assessment distinguishes recorded finance from real, additional investment. Neither a financing multiplier, investment predominance over consumption, stable long-run elasticity nor national-benefit ranking is established.

    Economies

    14 October 2026

    • Review
    • Open Access

    The Cap ‘n’ collar isoform C (CncC) transcription factor, the insect ortholog of mammalian nuclear factor erythroid 2-related factor 2 (Nrf2), serves as a central regulator of redox homeostasis and xenobiotic detoxification. Increasing evidence demonstrates that the functions of CncC extend beyond stress responses to include metamorphosis, immunity, reproduction, aging, and the development of metabolic insecticide resistance. In this review, we synthesize recent advances in insect CncC biology, with a focus on the conserved CncC/Keap1-ARE signaling pathway and its role in the detoxification of phytochemicals and insecticides. We further discuss insect-specific regulatory interactions between CncC and ecdysone signaling, as well as the gut microbiota, and compare insect CncC with mammalian Nrf2. From an applied perspective, we discuss CncC as a target for resistance management, including strategies involving RNAi and small-molecule inhibitors, its potential application in inducible bioreactors, and its value as a biomarker in environmental risk assessment. We conclude by identifying key open questions, including tissue-specific regulation, fitness costs of constitutive activation, and field relevance of CncC-mediated resistance, and highlight how addressing these gaps can support the development of sustainable pest control strategies.

    Insects

    14 October 2026

    • Article
    • Open Access

    Real-world driving tests reflect vehicle performance in everyday use, but extracting energy conversion data from extensive measurements remains challenging. The study compared a hybrid electric vehicle and a plug-in hybrid electric vehicle, with the latter operated in charge-sustaining mode, against three conventional vehicles in real-world driving tests. The moving average window method transformed second-by-second measurements into tens of thousands of quasi-trip samples representing diverse driving scenarios. Using the linear correlation between slope CO2 emissions and slope height in the data window samples, a linear regression-based parameter identification method was proposed to infer the total braking energy recovery ratios of the hybrid vehicles, exploring a way to assess vehicle energy conversion characteristics on the roads. The tested hybrid vehicles exhibited lower urban CO2 emissions and, under mountainous and aggressive driving conditions, greater advantages primarily attributable to braking energy recovery. However, under the tested conditions, the hybrid vehicles showed no significant advantage in engine thermal efficiency over the conventional counterpart equipped with a downsized turbocharged engine. Engine downsizing may contribute to efficient engine operation, offering some of the efficiency benefits comparable to those achieved through optimized engine–motor torque distribution in hybrid vehicles.

    Appl. Sci.

    14 October 2026

    • Article
    • Open Access

    Reliable anomaly detection of sensor measurements is essential for monitoring complex systems in smart manufacturing environments. However, conventional approaches often require predefined statistical assumptions or explicit knowledge of physical measurement models. Therefore, a data-driven sparse reconstruction framework (DSRF) is proposed for anomaly detection without requiring explicit noise distribution or separate identification of a physical measurement model. The proposed framework decomposes observation deviations into a reconstructed normal measurement component, a sparse anomaly residual, and a remaining reconstruction residual. The DSRF is evaluated using current and vibration measurements from robot welding systems. Normal measurements are divided into training, validation, and independent test subsets, while labeled abnormal samples are reserved for final evaluation. Training data are used to learn an effective sensing matrix and determine anomaly thresholds. At the 99th-percentile threshold, DSRF achieves 100% detection with no false negatives and accuracies of 99.76% and 98.38% for the current and vibration datasets, respectively. Comparative experiments with PCA reconstruction and an autoencoder show similarly high classification performance while DSRF only provides a larger threshold-normalized separation and explicitly estimates sparse anomaly residuals. The anomaly residual also provides frequency feature-level information for interpreting prominent abnormal deviations. These results demonstrate the feasibility of DSRF for anomaly detection and residual-based interpretation without explicit noise assumptions or separately identified physical system models.

    Sensors

    14 October 2026

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  • Article
  • Open Access

I argue that the emerging sciences of synthetic morphology and diverse intelligence suggest non-physicalist models of mind and show how they can be empirically investigated. Whence the anatomical, physiological, molecular-biological, and behavioral properties of engineered new beings that have never before existed, and do not have a history of selection? Understanding, predicting, and guiding new forms of life and mind requires characterizing a structured latent space of patterns. Developmental, synthetic, and behavioral biology should take seriously, and exploit, the kinds of non-physicalist ideas that are already a staple of Platonist mathematics. I propose the following hypotheses. (1) Patterns in this space span a highly variable degree of agency, comprising a spectrum ranging from static truths studied by mathematicians to active ones studied by behavioral scientists (i.e., some patterns on the same spectrum as mathematical truths are kinds of minds). (2) The relationship between mind and body is the same as the relationship between causally instructive mathematical facts and physics. (3) Living beings have no monopoly on the “free lunches” provided by the ingression of these patterns into the physical world. While traditional computationalist views of living and cognitive systems are insufficient, my framework erases artificial distinctions between organisms and machines, framing all physical constructs (natural or engineered) as being, to various degrees, in-formed by patterns from the latent space. I sketch a research program, already begun, inspired by these ideas. Such frameworks, while contradicting long-held assumptions of both mechanists and organicists, could have many implications for evolutionary biology, regenerative medicine, AI, and the ethics of synthbiosis with the forthcoming immense diversity of morally important beings.

Philosophies

9 September 2026

73,554 Views
Bodies and minds self-assemble from single cells as a process of alignment and autopoiesis. (A) Most complex biological forms begin as one cell—a fertilized oocyte, commonly thought to be well-described by the laws of physics and chemistry. (B) A gradual, slow process of developmental morphogenesis results in the final form of the organism, which may have complex structure and a mind which may not believe it is a “machine”. Our transformation from a chemical soup into an active embodied mind is continuous but heterogeneous: (C) while we commonly think of ourselves as a unified intelligence with a “centralized” brain, the fact is that even the pineal gland, of which there is only one in the brain, is made of cells (C′) and those cells in turn are made of myriad other active components (C″)—we are a collective intelligence at all scales. (D) The creation of an “individual” out of an excitable medium such as an embryonic blastoderm with hundreds of thousands of cells is a dynamic process that is not hardwired: scratches made in that blastoderm would result in independent self-organization in each island, resulting in multiple embryos forming. This reveals the potentiality for some non-pre-determined number of minds to arise out of the same substrate. Images in (A,B,D) courtesy of Jeremy Guay of Peregrine Creative, used previously in [29]. Image (B) used with permission from [30]. Image in (C′) courtesy of Jose Calvo, Science Photo Library. Image in (C″) courtesy of Evan Ingersoll and Gaël McGill. Image (D) used with permission from [31].
  • Review
  • Open Access

Background: Chlorine dioxide (ClO2), formulated as an aqueous solution (CDS), has been proposed as a therapeutic agent, yet its classification among oxidizing compounds is frequently confounded with chemically distinct species—sodium chlorite (NaClO2) and sodium hypochlorite (NaOCl). Objective: This study aimed to synthesize the physicochemical, mechanistic and cellular basis of ClO2 action and to delineate the distinctions between ClO2 and related oxidants, with explicit separation of established data from hypothesized data. Methods: The methodology includes a narrative synthesis of electrochemical data, primary toxicological and clinical literature (PubMed) and the redox-biology literature on low-dose oxidant signaling. Results: ClO2 is a neutral free radical that acts via one-electron transfer (E°′ = +0.95 V vs. SHE for the half-reaction ClO2 + e− → ClO2−, essentially pH-independent over pH 4–8, pH-independent) without chlorination. Its antimicrobial action is attributable to oxidation of thiol-dependent enzymes and membrane constituents and to the inhibition of bacterial respiratory metabolism; host-cell sparing is consistent with differential glutathione-dependent buffering. Controlled human ingestion studies at low concentrations report a favorable short-term safety profile; conversely, the principal metabolite (chlorite) is associated with documented developmental toxicity in animals and regulatory caution by EPA/WHO. Low-dose ClO2 exposure is hypothesized—but not yet directly demonstrated—to elicit dose-dependent adaptive redox responses and redox-regulatory modulation. Conclusions: The one-electron, non-chlorinating chemistry of ClO2 provides a coherent mechanistic framework. The translation of this framework into clinical application requires prospective trials and direct mechanistic measurement, ideally conducted by independent investigators. The following mechanisms are hypothesized and have not yet been directly demonstrated in vivo: modulation of oxidative phosphorylation, mitochondrial oxygenation, and associated redox-regulatory signaling. Reported antimicrobial efficacy typically occurs in the low-ppm range (0.1–5 ppm), whereas adverse effects on mammalian cells in the reviewed literature are reported at concentrations at least one order of magnitude higher; direct head-to-head cytotoxicity comparisons remain scarce and are identified as a priority for future work. This differential thiol buffering—in particular, the higher glutathione content of many mammalian cells relative to many pathogens—has been proposed as a contributing basis for host-cell sparing; direct quantitative confirmation in vivo is not yet available. Bacterial species possess their own thiol-based defense systems (e.g., mycothiol in actinomycetes, bacillithiol in Firmicutes), and the interplay between ClO2 and these systems requires further investigation.

Biophysica

21 September 2026

11,357 Views
Mechanistic overview. ClO2 acts via one-electron oxidation of microbial targets (thiol oxidation, envelope and nucleic acid damage, respiratory inhibition); host cells are spared through glutathione-dependent redox buffering. The proposed low-dose hormetic response is a hypothesis requiring direct experimental confirmation, as discussed in Section 4.2.
  • Article
  • Open Access

Nanoconfinement-Enhanced CO2 Retention in Fenamate-Loaded Silica Aerogels

  • Konstantin Belov,
  • Maria Ikim and
  • Ilya Khodov
  • + 6 authors

The interaction between carbon dioxide and molecularly confined pharmaceutical compounds can result in CO2 retention that exceeds that achieved through conventional physical adsorption. This study investigates CO2 retention following sorption in hydrophilic and hydrophobic silica aerogels containing the fenamates mefenamic acid and flufenamic acid. The Thermal stability of the retained CO2 was characterized using temperature-programmed oxidation and temperature-programmed desorption measurements. Concurrently, single-point nitrogen adsorption measurements monitored relative changes in the apparent accessible surface area of the porous matrix. Untreated silica aerogels did not exhibit a significant CO2 desorption peak at elevated temperatures. In contrast, all composites containing fenamates exhibited an additional high-temperature desorption step beginning at approximately 225 °C, indicating enhanced CO2 retention after sorption once the external CO2 layer was removed. This characteristic persisted following preliminary thermal treatment, suggesting it is not solely attributable to residual volatile substances. Surface-area measurements indicated minimal changes in the original aerogels after the CO2 cycle, whereas composites with flufenamic acid demonstrated more pronounced alterations. Considering previous nuclear magnetic resonance, spectroscopic, and computational studies, these findings suggest a combined effect of nanoconfinement, surface-dependent interfacial phenomena, and specific interactions involving the fenamate-containing phase. Reversible chemical interactions may contribute to the observed retention, although the current measurements do not allow for quantitative separation of their effects from those of physical confinement.

Molecules

14 September 2026

12,132 Views
TPO (black) and TPD (red) curves for AG-H-Phil (a) and AG-H-Phob (b) recorded over the temperature range from 30 °C to 500 °C.
  • Article
  • Open Access

Digital Facial Approximation of Jebel Irhoud Composite Skull (~315,000 BP)

  • Cicero Moraes,
  • Elena Varotto and
  • Johari Yap Abdullah
  • + 3 authors

The archeological site of Jebel Irhoud, Morocco, houses the oldest fossils attributed to Homo sapiens, dated to approximately 315,000 years before present (BP). This study presents a forensic facial approximation based on data from a three-dimensional composite skull derived from Layer 7 of the site, with structural predominance of the Irhoud 1 fossil. The methodology employed open-source software tools, combining anatomical projections and the constrained anatomical deformation technique. Endocast segmentation yielded a volume of 1364 mL, a result fully compatible with measurements and segmentations obtained in previous studies directly from the fossil, while also aligning with the variation observed in modern populations. Two sets of images were produced: an objective approximation in grayscale, focused on osteological correspondence, and a colored artistic version featuring skin pigmentation and facial hair for scientific communication. The results reinforce the feasibility and reproducibility of open-access methodologies applied to paleoanthropology, offering an anatomically coherent representation of this Middle Pleistocene hominin.

Heritage

13 September 2026

10,714 Views
(A) Photogrammetry performed from video (credit: Philipp Gunz, MPI EVA Leipzig, License: CC-BY-SA 2.0). (B) One of the scale adjustments based on images of the findings. (C) Adjustment of the virtual donor to the endocranial structure (credit: Philipp Gunz, MPI EVA Leipzig, License: CC-BY-SA 2.0). (D) Segmentation of the endocranium from the anatomical deformation of the virtual donor. References available in [3].

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Editor's Choice Articles

  • Review
  • Open Access

Idiosyncratic drug-induced severe neutropenia and agranulocytosis are rare but potentially life-threatening adverse drug reactions. They cause profound neutrophil depletion after exposure to non-cytotoxic medications. Advances in supportive care have substantially reduced mortality. Long-term management nevertheless remains challenging. Clinicians must decide whether a structurally or pharmacologically related drug can be prescribed safely (cross-reactivity). They must also decide whether the culprit drug can ever be reintroduced (rechallenge). Current evidence supports an immune-mediated pathogenesis. It involves reactive drug metabolites, hapten formation, human leukocyte antigen (HLA)-restricted antigen presentation, and T-cell activation. The strength of evidence for cross-reactivity varies considerably across drug classes. Clinically meaningful cross-reactivity is well established for antithyroid thionamides. Evidence for beta-lactam antibiotics and thienopyridine antiplatelet agents remains limited, resting largely on case reports and pharmacovigilance data. For most other medications, evidence is insufficient to support generalized class-wide avoidance. Evidence supporting drug rechallenge is similarly heterogeneous. The most robust data concern clozapine. Carefully selected patients with previous neutropenia—but generally not agranulocytosis—may successfully undergo rechallenge under intensive hematologic monitoring, often with granulocyte colony-stimulating factor (G-CSF) support. Outside this setting, deliberate rechallenge is rarely justified. It should be reserved for exceptional clinical circumstances when no effective therapeutic alternative exists. This review summarizes current mechanistic insights. It evaluates the available evidence for cross-reactivity and rechallenge across major drug classes, discusses the emerging role of pharmacogenomics, and proposes a practical framework to guide individualized clinical decision-making. Permanent discontinuation of the culprit drug remains the standard approach. Advances in immunology, pharmacogenomics, and international pharmacovigilance registries are progressively enabling more personalized risk assessment.

Hemato

28 September 2026

Schematic summary of the principal mechanisms proposed in idiosyncratic drug-induced severe neutropenia and agranulocytosis, integrating reactive-metabolite/hapten formation, innate danger signals, HLA-restricted antigen presentation, genetic susceptibility, and a minor contribution from direct marrow-progenitor toxicity.
  • Systematic Review
  • Open Access

Artificial intelligence (AI) is increasingly applied to image-based and image-formatted geoscientific evidence across mineral exploration, from regional and surface surveys to drilling/core analysis and laboratory characterization. However, the literature remains distributed across different research communities, making it difficult to compare how visual evidence, AI tasks, methodological choices, and geological outputs relate across exploration contexts. This systematic mapping review searched the Web of Science Core Collection, Scopus, and IEEE Xplore for English-language journal articles published between 2016 and 2026. Of 397 identified records, 91 studies were retained after deduplication, screening, and full-text assessment. The studies were mapped across exploration contexts, visual-data domains, AI visual tasks, methodological paradigms, and geological outputs. Regional and surface survey data dominate the evidence base, while drilling/core and laboratory imaging remain less represented. Classification is the most frequent visual task, and CNN-based models remain the dominant methodological paradigm, with hybrid and emerging architectures forming the next major group. The evidence does not indicate a single architecture that is uniformly suitable across mineral-exploration settings; model choice depends on input structure, required geological output, labeled-data availability, and spatial scale. Multisource integration can combine complementary evidence, but differences in spatial support, annotation, sensing conditions, and validation design continue to limit direct comparison and cross-region generalization. Future progress requires more traceable public resources, geographically independent validation, and more systematic integration of complementary geological evidence.

Minerals

25 September 2026

Conceptual overview of exploration contexts, visual data sources, AI vision tasks, learning paradigms, and geological outputs covered in this review.
  • Article
  • Open Access

Effect of the Network Structure of Serpentine on Pyrite Flotation

  • Yanhong Wang,
  • Rongjiao Li and
  • Shiqi Liu
  • + 1 author

In the process of sulfide ore beneficiation, layered silicate minerals, such as serpentine, tend to degrade the flotation effect. In order to fully understand the influence and mechanism of serpentine on pyrite flotation, an artificial mixed ore of pyrite–serpentine–quartz was used in this paper. The results showed that as the serpentine content increased, the recovery of pyrite decreased, along with the decrease in the flotation rate constant. The decrease in the flotation rate constant and concentrate grade was associated with possible slime coating and increased gangue transport to the concentrate at lower serpentine contents (≤30 wt.%). Mg distribution further confirmed that a considerable proportion of serpentine was reported to the concentrate. With the addition of serpentine, the pulp transitioned into a non-Newtonian fluid, accompanied by an increase in yield stress. The increases in pulp viscosity and structural resistance were associated with the network structure of serpentine. The development of E-F and E-E network structures was associated with higher apparent viscosity and yield stress, thereby contributing to the deterioration in flotation kinetics. This study provides a guideline for controlling the flotation process containing serpentine minerals.

Minerals

25 September 2026

Rheological measurement setup: (a) MCR 102 rheometer; (b) paddle rotor used for rheological measurements.
  • Article
  • Open Access

Industrial hemp is often considered sensitive to waterlogging; however, empirical evidence remains scarce. This study evaluated the effects of waterlogging duration and timing on the physiology, growth, and development of hemp under controlled conditions. Two glasshouse experiments were conducted using industrial hemp (Cannabis sativa L.) cv. Ferimon 12. The first examined five waterlogging durations: 0 (control), 3, 6, 12, and 24 days, imposed at the eight true leaf pair stage. The second examined 3- and 6-day waterlogging events imposed at the six true leaf pair and flower initiation stages. In Experiment 1, waterlogging beyond 6 days caused severe damage, and plants died after 12 days of continuous waterlogging. Plants subjected to 3–6 days of waterlogging survived, but photosynthetic activity declined by 40–80%, biomass by 18–55%, and seed yield by 16–48% relative to the control, with the greatest reductions occurring after 6 days of waterlogging. Experiment 2 showed that plant sensitivity varied with developmental stage, with plants exhibiting greater susceptibility at the six true leaf pair stage compared to the flower initiation stage. The dual-purpose hemp cultivar Ferimon 12 was highly sensitive to waterlogging, particularly during early vegetative growth, with even short-term saturation impairing photosynthesis, stomatal conductance, growth and yield. These findings characterise the physiological limits of this cultivar under controlled conditions and demonstrate that developmental stage influences the severity of waterlogging impacts.

Crops

25 September 2026

Relative chlorophyll content (SPAD index, (a)), Net CO2 assimilation rate (Asat, (b)), and photosynthetic water use efficiency (PWUE, (c)) of hemp leaves in Experiment 1. Each value represents the mean ± S.E. (n = 6). Solid blue lines represent the 0-day waterlogging or control treatment; orange long-dash lines represent 3-day waterlogging; grey dash-dot lines represent 6-day waterlogging; yellow dash lines represent 12-day waterlogging; and light blue dotted lines represent 24-day waterlogging.