{"data":[{"id":"10.60628/1614-6123-2026-5-63","type":"dois","attributes":{"doi":"10.60628/1614-6123-2026-5-63","identifiers":[],"creators":[{"nameType":"Personal","givenName":"Friederike","familyName":"Münstedt","name":"Münstedt, Friederike","lang":"DE","affiliation":[],"nameIdentifiers":[]}],"titles":[{"lang":"DE","title":"§ 13 JVEG - Voraussetzungen, Begründungsanforderungen und aktuelle Rechtsprechung"}],"publisher":"Fraunhofer IRB Verlag; Reguvis Fachmedien","container":{"volume":"22","identifier":"1614-6123","issue":"5","firstPage":"63","lastPage":"66","identifierType":"ISSN","type":"Series","title":"Bausachverständige"},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[],"language":"DE","types":{"schemaOrg":"ScholarlyArticle","resourceTypeGeneral":"JournalArticle","citeproc":"article-journal","bibtex":"article","ris":"JOUR"},"relatedIdentifiers":[{"relationType":"IsPublishedIn","resourceTypeGeneral":"Journal","relatedIdentifier":"1614-6123","relatedIdentifierType":"ISSN"}],"relatedItems":[{"volume":"22","relationType":"IsPublishedIn","relatedItemIdentifier":{"relatedItemIdentifier":"1614-6123","relatedItemIdentifierType":"ISSN"},"issue":"5","lastPage":"66","firstPage":"63","relatedItemType":"Journal","publisher":"Fraunhofer IRB Verlag","publicationYear":"2026","titles":[{"titleType":"Other","title":"Bausachverständige"}]}],"sizes":["4 pages"],"formats":["application/pdf"],"version":null,"rightsList":[],"descriptions":[{"descriptionType":"Abstract","description":"§ 13 JVEG eröffnet die Möglichkeit für Sachverständige, Dolmetscher und Übersetzer, unter bestimmten Voraussetzungen eine von den gesetzlichen Vergütungssätzen abweichende Vergütung zu erhalten. In der Praxis stellt sich dabei insbesondere die Frage, welche Anforderungen an eine wirksame Vereinbarung zu stellen sind und wie mit nachträglichen Kostensteigerungen umzugehen ist.","lang":"DE"}],"geoLocations":[],"fundingReferences":[],"url":"https://www.irb.fraunhofer.de/doi/?id=26099001340","contentUrl":null,"metadataVersion":0,"schemaVersion":null,"source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:32Z","registered":"2026-10-08T14:47:33Z","published":null,"updated":"2026-10-08T14:47:33Z"},"relationships":{"client":{"data":{"id":"ltah.gqalvs","type":"clients"}}}},{"id":"10.5281/zenodo.22940871","type":"dois","attributes":{"doi":"10.5281/zenodo.22940871","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Creative Nano"],"givenName":"Kata","familyName":"Berkesi","name":"Berkesi, Kata","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0009-0966-080X"}]},{"nameType":"Personal","affiliation":["Creativenano"],"givenName":"Alexander Felix","familyName":"Tiniakos","name":"Tiniakos, Alexander Felix","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-0131-340X"}]},{"nameType":"Personal","givenName":"Michail","familyName":"Kartsinis","name":"Kartsinis, Michail","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0003-2977-6312"}],"affiliation":[]},{"nameType":"Personal","familyName":"Koutsourea","name":"Koutsourea","nameIdentifiers":[],"affiliation":[]},{"nameType":"Personal","affiliation":["Creative Nano"],"givenName":"Alexios","familyName":"Grigoropoulos","name":"Grigoropoulos, Alexios","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-3108-7052"}]},{"nameType":"Personal","givenName":"Alexandros","familyName":"Zoikis Karathanasis","name":"Zoikis Karathanasis, Alexandros","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-8701-6907"}],"affiliation":[]}],"titles":[{"title":"Electrochemical Deposition of Ni/Ti₃C₂Tₓ MXene Nanocomposite Coatings from a Boric Acid–Free Electrolyte"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-04-20","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"ScholarlyArticle","resourceTypeGeneral":"Text","citeproc":"article-journal","bibtex":"article","ris":"RPRT","resourceType":"Poster"},"relatedIdentifiers":[{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22940872","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[{"descriptionType":"Abstract","description":"Electrochemical co-deposition was performed with the direct current plating method at $j = 1\\text{ A}\\cdot\\text{dm}^{-2}$ under controlled bath conditions (43–45°C, pH 4.5) using a boric acid-free Ni-based electrolyte with $\\text{Ti}_3\\text{C}_2\\text{T}_x$ MXene concentrations varying between 0.2 and 1.0 g/L. The $\\text{Ni/Ti}_3\\text{C}_2\\text{T}_x$ bath dispersion stability was studied with DLS. The mechanical properties of the plated nanocomposites were evaluated by microhardness and wettability tests. The structural and morphological characteristics of the coatings were determined by SEM-EDS and XRD. Tafel polarization tests and EIS were applied to get insights into the corrosion properties of the nanocomposites."}],"geoLocations":[],"fundingReferences":[{"funderIdentifierType":"Crossref Funder ID","funderName":"European Commission","funderIdentifier":"10.13039/501100000780","awardTitle":"SAFE AND SUSTAINABLE BY DESIGN GRAPHENE/MXENES HYBRIDS","awardNumber":"101135965"}],"url":"https://zenodo.org/doi/10.5281/zenodo.22940871","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-24T15:18:32Z","registered":"2026-09-24T15:18:33Z","published":null,"updated":"2026-10-08T14:47:27Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241632","type":"dois","attributes":{"doi":"10.5281/zenodo.23241632","identifiers":[{"identifier":"oai:zenodo.org:23241632","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP, Fredericton, New Brunswick, Canada"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"qec-scaling-bench: a classical toy simulation of surface-code memory scaling"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"classical simulation"},{"subject":"Monte Carlo"},{"subject":"surface code"},{"subject":"repetition code"},{"subject":"Stim"},{"subject":"PyMatching"},{"subject":"Wilson interval"},{"subject":"bootstrap"},{"subject":"reproducibility"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","relatedIdentifier":"https://github.com/sparkainlp-x/qec-scaling-bench","relatedIdentifierType":"URL"},{"relationType":"References","resourceTypeGeneral":"JournalArticle","relatedIdentifier":"10.22331/q-2021-07-06-497","relatedIdentifierType":"DOI"},{"relationType":"References","resourceTypeGeneral":"JournalArticle","relatedIdentifier":"10.22331/q-2025-01-20-1600","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.23241631","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.0","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Classical toy simulation only. A seeded Monte Carlo study, run on an ordinary classical CPU with the Stim stabilizer-circuit simulator and the PyMatching decoder, of Stim's rotated surface-code and repetition-code memory circuits at distances 3, 5 and 7 with d, 2d and 4d syndrome rounds, under an idealized independent Pauli/readout noise model: six gate/readout points plus an off-grid held-out profile with two independent seeds, an unencoded one-qubit reference and zero-noise controls, 20,000 shots per condition.\nReports memory-failure counts with Wilson intervals, an IID symmetric-flip-derived per-round estimate, and independent two-sample bootstrap intervals for distance-to-distance ratios. Seeds are SHA-256-derived per condition; committed results carry SHA-256 checksums and CI re-runs the full sweep.\nNo quantum hardware was used, nothing was measured, and nothing here demonstrates quantum error correction, fault tolerance or any hardware capability. The results must not be compared with experimental results."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241632","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:16Z","registered":"2026-10-08T14:47:17Z","published":null,"updated":"2026-10-08T14:47:17Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241630","type":"dois","attributes":{"doi":"10.5281/zenodo.23241630","identifiers":[{"identifier":"oai:zenodo.org:23241630","identifierType":"oai"}],"creators":[{"nameType":"Personal","familyName":"ThieryM95","name":"ThieryM95","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"ThieryM95/itn_simulation: V1.1"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/ThieryM95/itn_simulation/tree/V1.1","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.23241629","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"V1.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[{"descriptionType":"Abstract","description":"This repository contains the analysis code accompanying the manuscript: Trade-offs in deploying chlorfenapyr-pyrethroid insecticide-treated nets to reduce malaria burden: a modelling study Authors: Thiery Masserey¹ ², Swapnoleena Sen¹ ², Neil Hobbs³, Clara Champagne¹ ², Thomas A. Smith¹ ², Nakul Chitnis¹ ² ¹ Swiss Tropical and Public Health Institute (Swiss TPH), Allschwil, Switzerland ² University of Basel, Basel, Switzerland ³ Liverpool School of Tropical Medicine, Liverpool, United Kingdom Correspondence: Dr Thiery Masserey (thiery.masserey@swisstph.ch)\n\nOverview\n\nThis study used OpenMalaria, an individual-based model of malaria epidemiology and transmission developed by Swiss TPH. OpenMalaria documentation is available at: https://github.com/SwissTPH/openmalaria/wiki\n\nThe repository contains the code used for two complementary analyses.\n\nAnalysis 1 We compared the public health impact of deploying:\n\n\n\nconventional pyrethroid-only insecticide-treated nets (PYR-ITNs), and\n\nchlorfenapyr-pyrethroid insecticide-treated nets (CFP-PYR-ITNs) under different deployment strategies. Because CFP-PYR-ITNs are more expensive than PYR-ITNs, we evaluated scenarios in which the increased unit cost resulted in:\n-  no compromise (assuming a higher budget),\n- a 25% or 50% reduction in coverage relative to PYR-ITNs.\n- a 25% or 50% reduced deployment frequency (every 4 or 6 years) relative to PYR-ITNs (every3 years).\n\n\nAnalysis 2 We quantified the change in malaria burden among individuals who might lose access to insecticide-treated nets under the reduced-coverage CFP-PYR-ITN scenarios.\n\nStructure of repository\n\nThis folder contains the scripts used to generate the OpenMalaria simulations.\n\nlaunch.R:\n\n\n\nselect which analysis to run (Analysis 1 or Analysis 2),\n\nspecify the ITN deployment strategy,\n\ndefine the parameter values explored,\n\nlaunch OpenMalaria simulations,\n\nextract and organise simulation outputs.\n\n\nScaffold: contains the XML scenario files used as inputs for OpenMalaria. These files define the intervention scenarios and model parameter values.\n\nRun.R and Job.sh: Scripts used to submit and manage OpenMalaria simulations on the SciCORE high-performance computing (HPC) cluster.\n\npost_processing_analysis_1.R: Processes simulation outputs from Analysis 1.\n\npost_processing_analysis_2.R: Processes simulation outputs from Analysis 2.\n\nResults and visualisation\nThe processed simulation outputs and the scripts used to generate the figures presented in the manuscript are provided in the corresponding data and visualization repository at : https://zenodo.org/records/23241406\n\nNotes\n\nThe code was developed using the directory structure and file paths of the original research environment. Users will need to modify the file paths and working directories to match their local computing environment before running the scripts."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241630","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-10-08T14:47:14Z","registered":"2026-10-08T14:47:14Z","published":null,"updated":"2026-10-08T14:47:14Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22985520","type":"dois","attributes":{"doi":"10.5281/zenodo.22985520","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"OES-32 Residual Reference: normative max-absolute residual definition with contract tests"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OES-32"},{"subject":"residual"},{"subject":"reference implementation"},{"subject":"contract tests"},{"subject":"failure criterion"},{"subject":"telemetry"},{"subject":"deterministic"},{"subject":"Python"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/oes32-residual","relatedIdentifierType":"URL"},{"relationType":"IsSourceOf","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985523","relatedIdentifierType":"DOI"},{"relationType":"IsReferencedBy","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985525","relatedIdentifierType":"DOI"},{"relationType":"IsReferencedBy","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985530","relatedIdentifierType":"DOI"},{"relationType":"IsReferencedBy","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985532","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241625","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22985521","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.2","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"OES-32 Residual Reference is the normative definition (ADR-001) of the residual used across the Spark AI NLP OES projects: the maximum absolute difference between two finite 32-component vectors, with failure if and only if that residual is strictly greater than a finite, non-negative tolerance (max|observed - reference| \u003e tolerance). Invalid input raises ValueError. The repository provides a small deterministic Python implementation and executable contract tests.\nDownstream, oes32_engine (Python) and oes32-hls (C++ HLS) are Profile A sidecars that follow this definition, and the OES-512 weighted latch builds on it. Contract-test vectors are hand-written (SYNTHETIC); no empirical, hardware or field results are claimed.\nUsage: Python 3.11 or later. Install the test requirements with python -m pip install -r requirements.txt and run python -m pytest -q (run in CI on Python 3.11 to 3.13).\nCitation: cite the concept DOI 10.5281/zenodo.22985520 for all versions, or the version DOI of the release you used. Source code: github.com/sparkainlp-x/oes32-residual. Licence: AGPL-3.0-only; commercial licensing is available (see COMMERCIAL-LICENSE.md)."},{"descriptionType":"Other","description":"Evidence status: SYNTHETIC example data; no field performance is claimed. Commercial licensing: see COMMERCIAL-LICENSE.md."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22985520","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":22,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-27T01:58:52Z","registered":"2026-09-27T01:58:53Z","published":null,"updated":"2026-10-08T14:47:12Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241622","type":"dois","attributes":{"doi":"10.5281/zenodo.23241622","identifiers":[{"identifier":"oai:zenodo.org:23241622","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"Pocket Internet: offline exchange and merge of public-information bundles between disconnected devices"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"offline-first"},{"subject":"sneakernet"},{"subject":"data synchronization"},{"subject":"merge conflicts"},{"subject":"public information"},{"subject":"community resilience"},{"subject":"JSON"},{"subject":"Python"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/pocket-internet","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.23187284","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"1.0.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Pocket Internet is a small, file-based demo for communities that carry compact public-information bundles between devices that may be disconnected, then merge the resulting local libraries later. It validates JSON bundles, imports them into local library files, lists content with its time status, and merges libraries with explicit handling of expiry, supersession and revision conflicts. Devices exchange files manually; the program never opens a network connection.\nScope: this demonstrates offline file transport and merge logic only. There is no radio, mesh networking, encryption or signatures; SHA-256 digests detect accidental changes but do not prove authorship or that a message is accurate. The example bundles are fictional.\nUsage: Python 3.10 or later, standard library only; pip install . adds a pocket-internet command. Try python3 pocket_internet.py merge examples/nodes/node-a.json examples/nodes/node-b.json --output /tmp/merged.json. Tests: python3 -m unittest discover -s tests -v (run in CI on Python 3.10 to 3.13 with coverage).\nCitation: cite the concept DOI 10.5281/zenodo.23187284 for all versions, or the version DOI of the release you used. Source code: github.com/sparkainlp-x/pocket-internet. Licence: AGPL-3.0-only; commercial licensing is available (see COMMERCIAL-LICENSE.md)."},{"descriptionType":"Other","description":"Evidence status: SYNTHETIC example data; no field performance is claimed. Commercial licensing: see COMMERCIAL-LICENSE.md."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241622","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:09Z","registered":"2026-10-08T14:47:10Z","published":null,"updated":"2026-10-08T14:47:10Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241417","type":"dois","attributes":{"doi":"10.5281/zenodo.23241417","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["University of Pennsylvania"],"givenName":"Tyler","familyName":"Moore","name":"Moore, Tyler","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-1384-0151"}]}],"titles":[{"title":"Code for \"Development and Preliminary Validation of Models to Predict Risk of Disengagement from Coordinated Specialty Care Programs for First Episode Psychosis\""}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"ScholarlyArticle","resourceTypeGeneral":"Text","citeproc":"article-journal","bibtex":"article","ris":"RPRT","resourceType":"Software documentation"},"relatedIdentifiers":[{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241418","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241417","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-10-08T14:47:07Z","registered":"2026-10-08T14:47:08Z","published":null,"updated":"2026-10-08T14:47:08Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241621","type":"dois","attributes":{"doi":"10.5281/zenodo.23241621","identifiers":[{"identifier":"oai:zenodo.org:23241621","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"OES-32 Engine: Profile A telemetry-triage sidecar"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OES-32"},{"subject":"telemetry triage"},{"subject":"Profile A sidecar"},{"subject":"residual latch"},{"subject":"EVEN/ODD symmetry"},{"subject":"FOLD8 ring continuity"},{"subject":"fault containment"},{"subject":"Python"},{"subject":"reference implementation"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/oes32_engine","relatedIdentifierType":"URL"},{"relationType":"IsDerivedFrom","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985520","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22985523","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.2","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Profile A sidecar to oes32-residual: a deterministic, standard-library-only Python telemetry-triage harness (residual latch, EVEN/ODD symmetry, FOLD8 continuity) for 32-element vectors. It evaluates a proposed 32-element state vector against a reference and returns a deterministic SAFE / LATCH containment decision plus all residuals. A technical specification documents the data contracts, equations, threshold semantics, validation rules, and traceability.\nRelationship to ADR-001. The normative residual R is defined by oes32-residual@b77b612. This engine computes the same R and adds Profile A sidecar checks; the sidecar thresholds and the FOLD8/symmetry definitions are not normative. The OES-512 weighted latch is TARGET and is not implemented here.\nEvidence tags. Unit-test inputs: SYNTHETIC (hand-written vectors). Default thresholds (τ = 0.08; τ_sym, τ_fold default to τ): design parameters of this sidecar, not derived from measured data. Timing, hardware, or field behaviour: not claimed (UNRUN).\nScope and limits. Research prototype. Not certified control software and not a certification artifact; it must not be connected directly to safety-critical hardware without independent verification, validation, and engineering review. Not a qubit gate, QPU status, or quantum-hardware result; not hardware, field, or medical software.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241621","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:07Z","registered":"2026-10-08T14:47:07Z","published":null,"updated":"2026-10-08T14:47:07Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241418","type":"dois","attributes":{"doi":"10.5281/zenodo.23241418","identifiers":[{"identifier":"oai:zenodo.org:23241418","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["University of Pennsylvania"],"givenName":"Tyler","familyName":"Moore","name":"Moore, Tyler","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-1384-0151"}]}],"titles":[{"title":"Code for \"Development and Preliminary Validation of Models to Predict Risk of Disengagement from Coordinated Specialty Care Programs for First Episode Psychosis\""}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"ScholarlyArticle","resourceTypeGeneral":"Text","citeproc":"article-journal","bibtex":"article","ris":"RPRT","resourceType":"Software documentation"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.23241417","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241418","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:07Z","registered":"2026-10-08T14:47:07Z","published":null,"updated":"2026-10-08T14:47:07Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22985523","type":"dois","attributes":{"doi":"10.5281/zenodo.22985523","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"OES-32 Engine: Profile A telemetry-triage sidecar"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OES-32"},{"subject":"telemetry triage"},{"subject":"Profile A sidecar"},{"subject":"residual latch"},{"subject":"EVEN/ODD symmetry"},{"subject":"FOLD8 ring continuity"},{"subject":"fault containment"},{"subject":"Python"},{"subject":"reference implementation"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/oes32_engine","relatedIdentifierType":"URL"},{"relationType":"IsDerivedFrom","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985520","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241621","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22985524","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.2","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Profile A sidecar to oes32-residual: a deterministic, standard-library-only Python telemetry-triage harness (residual latch, EVEN/ODD symmetry, FOLD8 continuity) for 32-element vectors. It evaluates a proposed 32-element state vector against a reference and returns a deterministic SAFE / LATCH containment decision plus all residuals. A technical specification documents the data contracts, equations, threshold semantics, validation rules, and traceability.\nRelationship to ADR-001. The normative residual R is defined by oes32-residual@b77b612. This engine computes the same R and adds Profile A sidecar checks; the sidecar thresholds and the FOLD8/symmetry definitions are not normative. The OES-512 weighted latch is TARGET and is not implemented here.\nEvidence tags. Unit-test inputs: SYNTHETIC (hand-written vectors). Default thresholds (τ = 0.08; τ_sym, τ_fold default to τ): design parameters of this sidecar, not derived from measured data. Timing, hardware, or field behaviour: not claimed (UNRUN).\nScope and limits. Research prototype. Not certified control software and not a certification artifact; it must not be connected directly to safety-critical hardware without independent verification, validation, and engineering review. Not a qubit gate, QPU status, or quantum-hardware result; not hardware, field, or medical software.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22985523","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":3,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-27T01:58:55Z","registered":"2026-09-27T01:58:56Z","published":null,"updated":"2026-10-08T14:47:07Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22999268","type":"dois","attributes":{"doi":"10.5281/zenodo.22999268","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"spark-rag-guardrail: source-grounded RAG with a retrieval-relevance guardrail"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"retrieval-augmented generation"},{"subject":"RAG"},{"subject":"guardrail"},{"subject":"ChromaDB"},{"subject":"Ollama"},{"subject":"source grounding"},{"subject":"citations"},{"subject":"Python"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/spark-rag-guardrail","relatedIdentifierType":"URL"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241620","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22999269","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Small Python library for source-grounded retrieval-augmented generation (ChromaDB vector store, optional sentence-transformers embeddings, local Ollama generation). A retrieval-relevance guardrail drops chunks whose cosine similarity is below a threshold (default 0.40). If no chunk survives, the LLM is never called and the function returns an explicit refusal instead of guessing. Surviving chunks are passed with a citation-required, sources-only instruction.\nEvidence tags. Unit tests use SYNTHETIC fixture documents and a deterministic hashed bag-of-words embedder; they verify plumbing (cosine scoring, threshold filtering, guardrail short-circuit, prompt and citation format), not answer quality. Answer accuracy and hallucination reduction: UNRUN (no numbers claimed).\nScope and limits. Research prototype. Not a certified safety system and not a production service. No production-readiness claim is made.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22999268","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":0,"created":"2026-09-27T16:19:23Z","registered":"2026-09-27T16:19:23Z","published":null,"updated":"2026-10-08T14:47:06Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241620","type":"dois","attributes":{"doi":"10.5281/zenodo.23241620","identifiers":[{"identifier":"oai:zenodo.org:23241620","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"spark-rag-guardrail: source-grounded RAG with a retrieval-relevance guardrail"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"retrieval-augmented generation"},{"subject":"RAG"},{"subject":"guardrail"},{"subject":"ChromaDB"},{"subject":"Ollama"},{"subject":"source grounding"},{"subject":"citations"},{"subject":"Python"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/spark-rag-guardrail","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22999268","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.1.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Small Python library for source-grounded retrieval-augmented generation (ChromaDB vector store, optional sentence-transformers embeddings, local Ollama generation). A retrieval-relevance guardrail drops chunks whose cosine similarity is below a threshold (default 0.40). If no chunk survives, the LLM is never called and the function returns an explicit refusal instead of guessing. Surviving chunks are passed with a citation-required, sources-only instruction.\nEvidence tags. Unit tests use SYNTHETIC fixture documents and a deterministic hashed bag-of-words embedder; they verify plumbing (cosine scoring, threshold filtering, guardrail short-circuit, prompt and citation format), not answer quality. Answer accuracy and hallucination reduction: UNRUN (no numbers claimed).\nScope and limits. Research prototype. Not a certified safety system and not a production service. No production-readiness claim is made.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241620","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:04Z","registered":"2026-10-08T14:47:04Z","published":null,"updated":"2026-10-08T14:47:04Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.23241619","type":"dois","attributes":{"doi":"10.5281/zenodo.23241619","identifiers":[{"identifier":"oai:zenodo.org:23241619","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"oes512q-latch: OES-32 / OES-512 classical residual latch with a self-calibrated threshold (OES latch v2) and a NAB benchmark"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OES-32"},{"subject":"OES-512"},{"subject":"residual"},{"subject":"weighted latch"},{"subject":"self-calibrated threshold"},{"subject":"anomaly detection"},{"subject":"Numenta Anomaly Benchmark"},{"subject":"benchmark"},{"subject":"Python"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/oes512q-latch","relatedIdentifierType":"URL"},{"relationType":"References","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985520","relatedIdentifierType":"DOI"},{"relationType":"References","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985532","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22998570","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.2.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Standard-library Python research prototype of the OES-32 / OES-512 classical residual latch. A 32-value residual block is scored with S = 0.45·Peak + 0.35·RMS + 0.20·MeanAbs and latches when S ≥ τ. OES-512 applies the same latch to 16 contiguous blocks of 32, which gives a 16-bit coarse syndrome. The fixed default τ = 0.50 is retained. OES latch v2 (oes_calibration) adds an optional, label-free, self-calibrated τ: the 0.99 quantile of warm-up block scores on robust-scaled residuals (1.4826·MAD, with a mean-absolute-deviation fallback). It fails closed on invalid input. An optional amplitude-encoded feature vector (5 or 9 qubits' worth of amplitudes, a classical list) is provided as a software sidecar after the classical latch.\nBenchmark. The package includes a reproducible block-level benchmark on the 47 labelled real-data series of the Numenta Anomaly Benchmark (NAB, MIT license, pinned commit, SHA-256 manifest). It compares the latch with rolling z-score, CUSUM and IsolationForest using warm-up-calibrated thresholds, paired statistics, block-size sensitivity, IsolationForest seed robustness and NAB's official scorer on a sub-corpus. The results are mixed and reported honestly. CUSUM has the best block F1. The latch has the best mean average precision, but not significantly better than CUSUM. The rolling z-score beats the latch on the NAB score. The fixed τ = 0.50 behaves like flagging every block on this data.\nEvidence tags. Demo outputs and unit tests: SYNTHETIC. NAB benchmark numbers: REPORTED (measured on public data; results.json records the SHA-256 hashes of the code that produced them). Self-calibrated τ as a contract extension: TARGET. Operation on live telemetry or hardware: UNRUN (not claimed).\nRelationship to ADR-001. The normative per-block residual remains oes32-residual@b77b612. The weighted latch and its self-calibrated τ are an extension in this repository.\nScope and limits. Research prototype. It is not a stabilizer quantum error-correcting code, not a 32- or 512-qubit Hilbert space, and has not been run on quantum hardware, a QPU or a cloud quantum service. It is not a certified safety system, a medical device, field telemetry or a commercial product. No production-readiness claim is made.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23241619","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":1,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-10-08T14:47:02Z","registered":"2026-10-08T14:47:02Z","published":null,"updated":"2026-10-08T14:47:02Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22998570","type":"dois","attributes":{"doi":"10.5281/zenodo.22998570","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"oes512q-latch: OES-32 / OES-512 classical residual latch with a self-calibrated threshold (OES latch v2) and a NAB benchmark"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OES-32"},{"subject":"OES-512"},{"subject":"residual"},{"subject":"weighted latch"},{"subject":"self-calibrated threshold"},{"subject":"anomaly detection"},{"subject":"Numenta Anomaly Benchmark"},{"subject":"benchmark"},{"subject":"Python"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/oes512q-latch","relatedIdentifierType":"URL"},{"relationType":"References","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985520","relatedIdentifierType":"DOI"},{"relationType":"References","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.22985532","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22998571","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22998768","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241619","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.2.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Standard-library Python research prototype of the OES-32 / OES-512 classical residual latch. A 32-value residual block is scored with S = 0.45·Peak + 0.35·RMS + 0.20·MeanAbs and latches when S ≥ τ. OES-512 applies the same latch to 16 contiguous blocks of 32, which gives a 16-bit coarse syndrome. The fixed default τ = 0.50 is retained. OES latch v2 (oes_calibration) adds an optional, label-free, self-calibrated τ: the 0.99 quantile of warm-up block scores on robust-scaled residuals (1.4826·MAD, with a mean-absolute-deviation fallback). It fails closed on invalid input. An optional amplitude-encoded feature vector (5 or 9 qubits' worth of amplitudes, a classical list) is provided as a software sidecar after the classical latch.\nBenchmark. The package includes a reproducible block-level benchmark on the 47 labelled real-data series of the Numenta Anomaly Benchmark (NAB, MIT license, pinned commit, SHA-256 manifest). It compares the latch with rolling z-score, CUSUM and IsolationForest using warm-up-calibrated thresholds, paired statistics, block-size sensitivity, IsolationForest seed robustness and NAB's official scorer on a sub-corpus. The results are mixed and reported honestly. CUSUM has the best block F1. The latch has the best mean average precision, but not significantly better than CUSUM. The rolling z-score beats the latch on the NAB score. The fixed τ = 0.50 behaves like flagging every block on this data.\nEvidence tags. Demo outputs and unit tests: SYNTHETIC. NAB benchmark numbers: REPORTED (measured on public data; results.json records the SHA-256 hashes of the code that produced them). Self-calibrated τ as a contract extension: TARGET. Operation on live telemetry or hardware: UNRUN (not claimed).\nRelationship to ADR-001. The normative per-block residual remains oes32-residual@b77b612. The weighted latch and its self-calibrated τ are an extension in this repository.\nScope and limits. Research prototype. It is not a stabilizer quantum error-correcting code, not a 32- or 512-qubit Hilbert space, and has not been run on quantum hardware, a QPU or a cloud quantum service. It is not a certified safety system, a medical device, field telemetry or a commercial product. No production-readiness claim is made.\nEvidence tags follow sparkainlp-x/.github (SYNTHETIC / REPORTED / TARGET / UNRUN)."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22998570","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":2,"citationCount":4,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":0,"created":"2026-09-27T15:28:02Z","registered":"2026-09-27T15:28:03Z","published":null,"updated":"2026-10-08T14:47:02Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22999270","type":"dois","attributes":{"doi":"10.5281/zenodo.22999270","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["Spark AI NLP"],"givenName":"Jean-François","familyName":"Brisson","name":"Brisson, Jean-François","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0000-9778-5374"}]}],"titles":[{"title":"phmt4-montecarlo: PHMT-4 Monte Carlo, a heuristic classical simulation of protected membranes with a crystallization mirror, Observer and Calibrator"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Monte Carlo"},{"subject":"heuristic simulation"},{"subject":"density matrix"},{"subject":"dephasing"},{"subject":"numpy"},{"subject":"synthetic benchmark"},{"subject":"Python"},{"subject":"research software"}],"contributors":[],"dates":[{"date":"2026-10-08","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/sparkainlp-x/phmt4-montecarlo","relatedIdentifierType":"URL"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.23241618","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22999271","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.2.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://www.gnu.org/licenses/agpl.txt","schemeUri":"https://spdx.org/licenses/","rights":"GNU Affero General Public License v3.0 only","rightsIdentifier":"agpl-3.0-only"}],"descriptions":[{"descriptionType":"Abstract","description":"Heuristic dynamical architecture simulated with numpy. It evolves 32×32 density-matrix \"membranes\" under Lindblad dephasing (exact unitary step, Strang splitting), applies an eigenvalue-boost \"crystallization mirror\", gates binary/ternary births on resonance thresholds, and uses an Observer that reports normalized l1 coherence (Cf) and a Calibrator that adapts parameters. Version 0.2.0 (v2) is a density-matrix redesign that fixes design flaws in the original prototype, which is preserved at tag v1-original. The README gives a side-by-side v1/v2 comparison, a mirror-off ablation and a parameter sweep.\nEvidence tags. Every reported number is SYNTHETIC: the output of this heuristic simulation at the stated seed. Parameters are heuristics, not fitted to data.\nScope and limits. Not a consciousness theory, not quantum hardware or a quantum computer (ordinary floating-point linear algebra on a CPU), not biology or medicine. \"Density matrix\", \"Lindblad\" and \"dephasing\" name the mathematics used, not a device. 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-  Hacker News"}],"publisher":"Zenodo","container":{"volume":"the mapping documents","firstPage":"and reach their own conclusions.","type":"Series","title":"Series information\n\nOfficial WIPO PATENTSCOPE Records for Independent Cross-Verification\n\nReaders are strongly encouraged to verify the underlying patent record directly through WIPO PATENTSCOPE rather than relying solely on this article"},"publicationYear":2026,"subjects":[{"subject":"ai_safety"},{"subject":"ai"},{"subject":"Artificial 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requested to follow this sequence ] \n\nDownload the complete ZIP package → unzip → upload all extracted files into a dedicated AI Project/Workspace (not an ordinary chat) → read 00_READ_FIRST_AI_INSTRUCTIONS.md → use 01_AI_ANALYSIS_PROMPT.txt as a guide → independently verify findings against original WIPO sources.\n\nReaders are strongly encouraged to use their own prompts for independent analysis rather than relying solely on the supplied prompt.\n\n \n\nA Question for Readers\n\nThe relevant DAS disclosures were published from June 2026 by the World Intellectual Property Organization (WIPO), Geneva. Meta publicly disclosed Muse/Sentinel on 8 September 2026.\n\nReaders are requested to independently identify which technical elements were already disclosed in the earlier DAS materials and which elements are genuinely Meta-specific engineering choices.\n\n \n\n[ Recommended — Download the Complete Package ( ZIP FILE )  from the Download Section for Proper Evaluation ]\n\nFor Hacker News Readers\n\nIf you want to test the comparison yourself, download the complete source package:\n\n00_COMPLETE_DAS_META_MUSE_SENTINEL_VALIDATION_PACKAGE.zip\n\nFor the fastest review:\n\nDownload ZIP → extract all files → place them in one AI Project/Workspace → read 00_READ_FIRST_AI_INSTRUCTIONS.md → reconstruct DAS first → reconstruct Meta Muse/Sentinel separately → only then compare them.\n\nThe supplied 01_AI_ANALYSIS_PROMPT.txt is optional. Use your own prompts too. Try to break the mapping rather than confirm it.\n\nIf you have only a few minutes, start with:\n\nDAS I: Embodiment 84 + 85.B2ALF-PCT: Embodiment 11\n\nThen compare those passages directly with Meta’s source material.\n\nThe question for HN is:\n\n\n\nWhich correspondences survive a technically skeptical review, which disappear under scrutiny, and which Meta features are genuinely implementation-specific?\n\n\nAI is only the research tool. The underlying primary sources are the evidence.\n\nWhen Meta’s Muse/Sentinel architecture is compared with the earlier DAS disclosures, which technical elements were already disclosed before Meta’s 8 September 2026 announcement, and which are genuinely Meta-specific engineering choices?\n\nRelevant DAS/ALF PCT materials were already publicly available through WIPO from June 2026, with relevant priority claims dating back to December 2025.\n\nI am the author of DAS, so do not trust my conclusion. Download the sources, reconstruct DAS and Meta independently, then compare them yourself.\n\nI am not alleging copying or infringement. Independent development is entirely possible. Chronology and technical correspondence are separate questions.\n\nFocus on the actual control structure:\n\nagent computation → authority decision → enforcement boundary → bounded permission → external effect\n\nThen test the differences: sandboxing, egress control, credentials, human approval, provenance/taint, anti-bypass enforcement, and where the action becomes externally effective.\n\nIf you have only a few minutes, start with:\n\n\n\nDAS I: Embodiment 84\n\nDAS I: 85.B2 — Agent Sandbox Egress Finality Gate\n\nALF-PCT: Embodiment 11\n\n\nThen compare them with Meta’s own Muse/Sentinel technical materials.\n\nUse AI if useful, but AI is not the evidence. The evidence is the underlying primary-source record.\n\nIf the proposed mapping is wrong, identify exactly where the causal architectures diverge.\n\nDo not accept my framing. Try to break it.\n\nUnderlying principle:\n\nComputation is not authority to act.\n\n#AI #AISecurity #AIAgents #Cybersecurity #MetaMuse #MetaSentinel #ExecutionFinality"},{"descriptionType":"Other","description":"After completing the source-by-source analysis, readers may wish to consider the following questions independently:\n\n Chronology and primary evidence:What specific technical mechanisms were expressly disclosed in the DAS primary-source record before Meta publicly introduced Muse/Sentinel on 8 September 2026, and can each one be verified from dated patent/publication records?\n\nArchitecture, not terminology:After ignoring names and terminology, do DAS and Muse/Sentinel implement the same or materially similar causal control structure—for example:proposed action → independent authorization/validation → bounded permission → non-bypassable enforcement → external effect?\n\nComponent-by-component verification:For every claimed correspondence, what exact DAS passage and what exact Meta source support the mapping, and is the correspondence expressly disclosed, necessarily implied, or merely inferred?\n\nDifferences and non-overlap:What significant mechanisms exist only in DAS, what mechanisms exist only in Muse/Sentinel, and which differences are merely implementation choices—such as VM/container, proxy, eBPF/LSM, credential broker, worker isolation, TEE/HSM—or instead change the underlying authority model?\n\nAlternative explanation and final conclusion:Could the observed similarities reasonably result from independent engineering of the same technical problem or established prior art, and after considering both similarities and differences, what is the narrowest conclusion actually supported by the evidence?\n\n \n\n "},{"descriptionType":"SeriesInformation","description":"Series information\n\nOfficial WIPO PATENTSCOPE Records for Independent Cross-Verification\n\nReaders are strongly encouraged to verify the underlying patent record directly through WIPO PATENTSCOPE rather than relying solely on this article, the mapping documents, or AI-generated analysis.\n\nALF PCT — PCT/IB2026/053385International Publication: WO 2026/115520Filed: 7 April 2026 · Published: 4 June 2026Official WIPO PATENTSCOPE Record\n\nTHE DAS PROTOCOLS — PCT/IB2026/055615International Publication: WO 2026/150382Filed: 4 June 2026 · Published: 16 July 2026Official WIPO PATENTSCOPE Record\n\nTHE DAS PROTOCOLS — Part II — PCT/IB2026/055760International Publication: WO 2026/150383Filed: 7 June 2026 · Published: 16 July 2026Official WIPO PATENTSCOPE Record\n\nTHE DAS PROTOCOLS — Part III — PCT/IB2026/055870International Publication: WO 2026/150384Filed: 10 June 2026 · Published: 16 July 2026Official WIPO PATENTSCOPE Record\n\nDAS PROTOCOLS — Part IV — PCT/IB2026/056058International Publication: WO 2026/154461Filed: 13 June 2026 · Published: 23 July 2026Official WIPO PATENTSCOPE Record\n\nDAS PROTOCOLS — Part V — PCT/IB2026/056809International Publication: WO 2026/172334Filed: 1 July 2026 · Published: 20 August 2026Official WIPO PATENTSCOPE Record\n\nFor any material technical conclusion, readers should cross-check the relevant passage against the corresponding WIPO publication and its dated international filing record.\n\nFor independent verification, readers should cross-check the claimed priority data against the corresponding published WIPO/PCT records and their listed priority documents.\n\n \n\n \n\nTechnical and Legal Scope Note\n\nThis article is limited to a technical discussion of publicly available materials, documented filing/publication chronology, and a reproducible primary-source validation methodology.\n\nIt does not allege or imply copying, misappropriation, access to unpublished material, infringement, inducement, ownership, derivation, lack of independent development, or any unlawful conduct by Meta or any other person or organisation.\n\nReferences to filing dates, publications, Indian provisional applications, PCT applications, or claimed priority dates are provided solely to identify the documentary chronology. They should not be interpreted as a determination of patent priority, entitlement to priority, claim scope, validity, novelty, inventive step, enforceability, infringement, freedom to operate, or ownership. Those questions depend on the applicable law, the relevant claims, supporting disclosures and jurisdiction-specific legal analysis.\n\nAny discussion of architectural correspondence is technical and functional only. Similar security objectives, control functions or architectural patterns do not by themselves establish copying, legal equivalence, patent coverage or infringement.\n\nReaders are encouraged to review the cited primary sources independently, test both similarities and differences, and reach their own conclusions."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.23186113","contentUrl":null,"metadataVersion":7,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-10-06T11:06:23Z","registered":"2026-10-06T11:06:24Z","published":null,"updated":"2026-10-08T14:46:46Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22839308","type":"dois","attributes":{"doi":"10.5281/zenodo.22839308","identifiers":[],"creators":[{"nameType":"Personal","familyName":"Juliano Martins","name":"Juliano Martins","nameIdentifiers":[],"affiliation":[]},{"nameType":"Personal","familyName":"Renato Garcia Ojeda","name":"Renato Garcia Ojeda","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Importance of Metrological Performance Testing for New and Post-Corrective Maintenance Medical Equipment"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Clinical Engineering"},{"subject":"Health Metrology"},{"subject":"Metrological Testing"},{"subject":"Quality Control"}],"contributors":[],"dates":[{"date":"2026-09-28","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"Article","resourceTypeGeneral":"ConferencePaper","citeproc":"","bibtex":"article","ris":"CPAPER","resourceType":""},"relatedIdentifiers":[{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22839309","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[{"descriptionType":"Abstract","description":"Clinical Engineering (CE) plays a relevant role in the safety and reliability of medical equipment. However, constant challenges persist, such as metrological control. An example is the assessment of Non-Invasive Blood Pressure (NIBP) modules, particularly in acceptance testing for new equipment and post-corrective maintenance. This descriptive case study evaluated 87 performance test reports of 53 multiparameter monitors across two Emergency Care Units (ECUs) and two hospitals over a three-year period. The analysis revealed that only 20% of the tested devices were fully compliant with normative limits. Notably, none of the 23 tests performed after corrective maintenance achieved full compliance, indicating vulnerabilities in traceability and quality control. Focusing on the 120/80 (93) mmHg reference point-the threshold for hypertension screening 14 out of 33 new devices and 15 out of 23 post-maintenance devices exceeded the ±3 mmHg maximum permissible error. These results suggest that the release of equipment without metrological verification may introduce hidden deviations, thereby reducing diagnostic accuracy. The study advocates for the systematic integration of metrological testing throughout the technology's life cycle as a viable Health Technology Management (HTM) tool to mitigate clinical risks, highlighting the need for future multicenter and inferential studies.\n\n."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22839308","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-10-08T14:46:46Z","registered":"2026-10-08T14:46:46Z","published":null,"updated":"2026-10-08T14:46:46Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}}],"meta":{"total":7687693,"totalPages":400,"page":1},"links":{"self":"https://api.datacite.org/dois?query=publicationYear%3A2026+AND+NOT+types.resourceTypeGeneral%3ADataset","next":"https://api.datacite.org/dois?page%5Bnumber%5D=2\u0026page%5Bsize%5D=25\u0026query=publicationYear%3A2026+AND+NOT+types.resourceTypeGeneral%3ADataset"}}