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Bio-inspired MXene membranes for enhanced separation and anti-fouling in oil-in-water emulsions: SHAP explainability ML
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Permeate flux enhancement with dilute nanofluidic colloidal suspension in membrane distillation system
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Membrane surface wettability and roughness under operating conditions and their implications for membrane performance
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Double-layer membrane framework-based gold microelectrode for determination of natural labile copper in complex water environments
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- supportingOpen access status: Normalized open-access status: open.
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cell adhesion and related fouling mechanism on a tubular ceramic microfiltration membrane using Bacillus cereus spores
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Modeling of MF/UF Membrane Fouling by a Protein: A New Multiscale Approach
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- supportingOpen access status: Normalized open-access status: open.
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Engineering of an MBR supernatant fouling layer by fine particles addition: A possible way to control cake compressibility
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- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A review of microplastic removal from water and wastewater by membrane technologies
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- supportingOpen access status: Normalized open-access status: open.
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Single vs Multi-Stage Vacuum Membrane Distillation: An Energetic Analysis
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- supportingOpen access status: Normalized open-access status: open.
- supportingPublication license: A publication license was supplied: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode. Presence improves reuse transparency, not research validity.
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Non-polymeric solvents as membrane additives for tailoring membrane structure and performance
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Versatile Silver-Nanoparticle-Impregnated Membranes for Water Treatment: A Review
uncertain
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Fouling Mitigation and Wastewater Treatment Enhancement through the Application of an Electro Moving Bed Membrane Bioreactor (eMB-MBR)
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Modelling Forward Osmosis Treatment of Automobile Wastewaters
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
STARLI | F081–F090 / 300 Flagship 13 Fission · Volume I · Microrobotic Biointerfaces, Interfacial Stability and Traceable Validation Author: 33 | Nonclinical Research Design Working Edition v1.3 | English Zenodo Ten-Volume Overview This collection joins two five-theme research units from the STARLI 300-theme atlas. Research Unit I (F081–F085) studies cell-surface marker identification, chemical interface memory, fluid-shear fatigue, cross-sensitive nano-quantum readouts and precursors of interface failure. Research Unit II (F086–F090) extends these questions to coupled interface physics, degradability, nonequilibrium adsorption, cross-environment robustness and trustworthy validation. Every proposal requires independently traceable specimens, blinded perturbations and explicit rival explanations; no proposed advantage is reported as measured. The ten English research working editions total 7,770 PDF pages: 300 candidate mathematical plates, 820 chapter openings, 4,100 separately paginated study investigations, 2,000 Research Gates and 330 Phoenix Answer Embryos. Version 1.3 revises the six scientific-annotation dimensions on each Gate page. Automated textual distinctness screens and PDF structural QA do not establish physical correctness, causal independence or independently replicated experimental results. The Ten Research Directions F081 Microrobotic Cell-Surface Marker Identification At The Limit — Proposes reference-controlled marker identification under blinded serum and protein-corona exchange. Tests interfacial noise, leachate mass and retained function against an inert coupon, separating true interface recognition from bulk-matrix changes. F082 Nanorobotic Interfacial Chemical Memory At The Limit — Asks whether an interfacial chemical state persists beyond coating history or extra ligand loading. A hidden delamination challenge, leachate balance and protein-corona turnover measurements confront an unmodified surface and mature PEG comparator. F083 Biointerface Fluid Shear And Materials Fatigue At The Limit — Examines whether repeated fluid shear and material aging alter retained surface function. Ligand-density-matched covalent coatings, concealed leachate challenges and independent material-identity records distinguish degradation from apparent antifouling caused by lost activity. F084 Nano-Quantum Interface Cross-Sensitivity At The Limit — Challenges a candidate interface readout with blinded ionic-strength shifts and independent corona, coverage and adhesion measurements. An inert same-matrix reference tests whether a measured change belongs to the interface or to the surrounding sample matrix. F085 Microrobotic Interfacial Failure-Precursor Sensing At The Limit — Investigates whether surface-coverage trends can warn of adhesion or desorption failure before an endpoint is crossed. Hidden surface-age mismatches and PEG controls test false precursors, nonspecific binding and premature failure alarms. F086 Biointerface Multiphysics Coupling At The Limit — Studies the joint effects of adhesion, desorption, electrokinetic state and protein-corona exchange. Equal-ligand-density covalent functionalization provides a strong comparator; the experiment must reject a nominal gain if surface identity or retained function cannot be reconstructed. F087 Nanorobotic Interface Degradability Validation At The Limit — Proposes a traceable degradation and release audit, separating reversible desorption from coating failure and leaching. Blinded delamination, inert reference coupons, zeta-potential tracking and retained-function limits constrain claims of controlled degradability. F088 Biointerface Nonequilibrium Adsorption Kinetics At The Limit — Tests whether time-dependent adsorption responses can be distinguished from bulk concentration changes and hidden leachate. Zeta potential, interfacial noise and protein-corona turnover are tracked against unmodified and mature PEG reference surfaces. F089 Nano-Quantum Interface Cross-Environment Robustness At The Limit — Asks whether a candidate interface maintains its noise and functional-retention bounds across blinded ionic-strength and matrix shifts. A ligand-matched covalent reference challenges the possibility that reduced biological activity only appears to improve robustness. F090 Nanorobotic Biointerface Trustworthy Validation At The Limit — Designs an independent evidence package for interface performance: sealed specimen identities, aged-surface mismatches, full negative-run accounting and separate leachate/function assays. Same-matrix inert references test whether claims survive reconstruction by another laboratory. Scope, Falsifiability and Evidence Boundaries All volumes are prospective, nonclinical research designs restricted to traceable materials, authorized ex-vivo samples, synthetic phantoms and bench-scale testing. Any proposed improvement requires matched sample, time, energy, photon and analysis budgets; blinded challenges; independent references; complete unsuccessful-run records; and hard stops for lost function, leachate or nonspecific binding limits, or untraceable surface identity. No experiments, clinical results, validated quantum advantage or manufacturing qualification are claimed. Specialist equation review, full causal-distinctness assessment and claim-by-claim DOI verification remain pending. Source DOI Anchors and Evidence Limits Methodological ancestry: 10.5281/zenodo.23318840 | Candidate comparator-literature identifiers transcribed from the frozen research contracts: 10.1038/s41467-020-19322-7 · 10.34133/cbsystems.0386 · 10.1038/s41467-024-46407-4. Bibliographic identity and claim-specific relevance of the external DOI entries have not been independently checked in this overview. Existing studies, editorial candidate models and unperformed experimental proposals are not interchangeable forms of evidence. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way.
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- supportingOpen access status: Normalized open-access status: open.
- supportingPublication license: A publication license was supplied: https://creativecommons.org/licenses/by/4.0/legalcode. Presence improves reuse transparency, not research validity.
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
RESEARCH COLLECTION / FLAGSHIPS 221–230 OF 300 Quantum Photonic Materials & Microscale Optical Metrology at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.3 This ten-volume research-design collection investigates optical phase localization, engineered quantum defects, microscale photothermal safety, microrobotic optical navigation, surface ageing, photonic-crystal microfluidic sensing, multi-target optical manipulation, biointerface decoherence, readout crosstalk and autonomous calibration. The work proposes physical test designs, not observed new laws, clinical results or experimentally established quantum advantages. Two five-theme research units contain ten English 777-page working editions: 300 mathematical model plates, 820 chapter openings, 4,100 independently paginated study designs, 2,000 Research Gates and 330 Phoenix Answer Embryos. The third-pass Gate edition separately addresses causal mechanisms, orthogonal physical witnesses, masked refutation, competing explanations, hard failure evidence and successor experiments. Structural counts do not certify scientific novelty or physical validation. Research Unit I · F221–F225 F221 OPTICAL PHASE CONTROL AND MICROSCALE LOCALIZATION AT THE LIMIT — Challenges interferometric optical-phase localization with independently registered fiducials, wavefront reversals, detector reference drift and photon-matched free-space baselines. Reports phase and position residuals alongside photothermal rise; apparent field enhancement is not by itself a localization gain. F222 NANOMATERIALS QUANTUM DEFECT ENGINEERING AT THE LIMIT — Tests defect creation, charge states, spin coherence, surface passivation and unselected emitter yield against a geometry-matched classical materials stack. Annealing, sorting bias, substrate strain and thermal cross-sensitivity are live rivals. A bright selected specimen cannot establish manufacturing yield. F223 MICROSCALE PHOTOTHERMAL CONVERSION SAFETY AT THE LIMIT — Constrains photothermal conversion in sealed microfluidic reference systems through spatially independent microthermometry, absorbed-power accounting, duty-cycle variation and physical shutdown tests. Geometry, convection and detector lag compete with any proposed material advantage; local temperature and dose vetoes are noncompensable. F224 QUANTUM OPTICAL MICROROBOTIC NAVIGATION AT THE LIMIT — Compares optically tracked microrobot navigation with free-space reference localization at equal photon and motion budgets. Beacon-phase drift, image interpolation, occlusion, flow reversal and independent trajectory truth challenge seemingly superior tracking; phase stability cannot replace physical pose evidence. F225 NANOPHOTONIC MATERIALS SURFACE AGING AT THE LIMIT — Investigates biofluid, humidity, salt, photooxidation and package-stress ageing of nanophotonic material surfaces. Tracks chemical state, adhesion, insertion loss, intrinsic versus loaded quality factor and functional yield on unselected devices. Survivor selection and bulk-index drift remain rival explanations. SECOND RESEARCH UNIT / SCIENTIFIC EVIDENCE & SUCCESSION Research Unit II · F226–F230 F226 PHOTONIC-CRYSTAL MICROFLUIDIC SENSING AT THE LIMIT — Tests photonic-crystal microfluidic sensing against a commercial chip under equal optical power using concealed pressure, ionic and fouling challenges. Separate chemical standards, cavity linewidth, insertion loss and complete sensor-array yield distinguish analyte binding from channel deformation, thermal drift or bulk-index change. F227 NANO-OPTICAL FIELD MULTI-TARGET MANIPULATION AT THE LIMIT — Examines whether optical-field control can manipulate several microscale targets without hidden collision, cross-trap force, laser dose or thermal burden. Independent trap stiffness, site-resolved power and trajectory evidence challenge field interference, hydrodynamic coupling and postselected successful handoffs. F228 QUANTUM-MATERIAL BIOINTERFACE DECOHERENCE AT THE LIMIT — Tests quantum-emitter and spin-defect coherence during controlled biofluid exposure, distinguishing interfacial magnetic noise or redox chemistry from optical blinking, microwave heating, matrix aggregation and strain. Spin relaxation, emission spectra and chemical fate require independent witnesses under unselected lot transfer. F229 MICROSCALE OPTICAL READOUT CROSSTALK AT THE LIMIT — Measures spectral, spatial, polarization, electronic and thermal crosstalk in multiplexed optical readouts. Masked reference-channel swaps, dark controls, detector-bias perturbations and leakage spectra separate real target sensing from optical spillover, ADC alias and common laser noise. F230 NANOPHOTONIC SENSOR AUTONOMOUS CALIBRATION AT THE LIMIT — Challenges autonomous photonic sensor calibration with concealed wavelength-standard ageing, swapped physical references, out-of-distribution laser drift and held-out chips. Independent laboratories must reproduce the calibration accept/abstain decision; clock, package and photon-budget artefacts remain possible rivals. Physical Scope, Falsifiability & Evidence Status All proposals are restricted to synthetic standards, traceable materials, closed chips, authorized ex-vivo references, microfluidic phantoms and bench-scale tests. Comparators should be optimized under matched sample, photon, energy, time and analysis budgets. An unselected trial denominator, calibrated orthogonal witnesses, concealed perturbations and non-negotiable stop conditions are essential. A favorable optical signal never overrides photothermal injury, sample identity loss, physical uncertainty or evidence-provenance failure. Published mechanisms, mathematical relations and candidate flagship claims are kept distinct. The mother research-design source, DOI 10.5281/zenodo.23318840, is editorial and methodological ancestry, not experimental verification. External article DOI anchors originate from the flagship atlas; title, author, publication metadata and source-to-claim relevance still require independent confirmation. The original atlas sometimes pairs a mathematical formula with an endpoint that does not directly follow from that formula; specialist physical reconciliation, unit review and per-claim literature verification remain pending. Research Gate Evolution & QA Boundary First-pass questions were challenged by rival mechanism designs before a third-pass rewrite of six scientific annotations. Across 2,000 final Gates, exact textual checks found no fully duplicated questions or complete six-panel notes; two closely similar question texts and recurring shared scientific-method sentences remain on the QA review list. Text novelty cannot establish physical mechanism independence. These volumes report research designs, not measured performance. Join the STARLI Research Community Explore more than 100 interdisciplinary research themes and follow the evolving STARLI Research Gate community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨
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- supportingOpen access status: Normalized open-access status: open.
- supportingPublication license: A publication license was supplied: https://creativecommons.org/licenses/by/4.0/legalcode. Presence improves reuse transparency, not research validity.
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A Hybrid Digital Twin for Enhanced Water Treatment: Integrating Physics-Based Models, Machine Learning, and Explainable AI in Industrial Use Cases
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Real brewery wastewater-driven selenate reduction in a granular activated carbon-enhanced AnMBR
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An upscaled study of a membrane filtration process in presence of biofilms
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Clarification of Pineapple Juice Following Egg Albumin Pretreatment: Investigation of Membrane Fouling Dynamics Using Hermia’s Empirical Models
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Analysis of Membrane Fouling of nZVI@PVDF Using Infrared Spectroscopy-multivariable Curve Resolution Analysis
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A MATHEMATICAL MODEL ON THE USE OF VIBRATION TO REDUCE MACRO-FOULING IN A SPHERICAL MEMBRANE WITH TENSION
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Improving the measurement of the Modified Fouling Index by using nanofiltration membrane (NF-MFI)
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Semi-Resolved CFD-DEM Study on the Influence of ‘Surface Energy’ Factors on the Deposition of Lignin Particles in Ceramic Membrane Pores
uncertain
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Study of fouling of ultrafiltration (UF) membranes by natural organic matter (MON) : Charcterizations of humic acid cakes formed on the surfaces of flat-sheet membranes for drinking water treatment
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Submicron particle Analysis to characterize fouling in tertiary membrane filtration
uncertain
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