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Partial results: at least one source did not answer. Available results are shown rather than treating an upstream outage as zero matches.
Source status
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- pubmed
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- arxiv
- doab
Asset Management, Industry 4.0 and Maintenance in Electrical Energy Distribution
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Are european security policies ready for advanced metering systems with cloud back-ends?
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Levels of electromagnetic radiation from telecommunication towers in Dar es Salaam, Tanzania: implications for public exposure and regulatory compliance.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Classifying electric service disruptions under deep uncertainty: A comparative analysis of algorithms and their policy outcomes.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Bridge health monitoring using existing telecommunication fiber-optic networks.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A reinforcement learning-driven adaptive hybrid PLC-RF communication architecture for IoT-based smart metering systems.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Scalable shear-exfoliated graphene for high-performance low-carbon recycled concrete.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A PLSTM, AlexNet and ESNN Based Ensemble Learning Model for Detecting Electricity Theft in Smart Grids
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 4 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Scalable Multi-group Key Management for Advanced Metering Infrastructure
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Challenges of advanced metering infrastructure implementation in Colombia
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Advanced metering infrastructure backhaul reliability improvement with cognitive radio
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
eSKAMI: Efficient and Scalable Multi-group Key Management for Advanced Metering Infrastructure in Smart Grid
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Wireless Link-Quality Estimation in Smart Grid Environments
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A fog-edge-enabled intrusion detection system for smart grids
uncertain
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Ensemble learning approach for advanced metering infrastructure in future smart grids.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Expression of Concern: Ensemble learning approach for advanced metering infrastructure in future smart grids.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Landscape pattern has greater influence than local vegetation on songbirds along rights-of-way in forest-dominated landscapes.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A coarse-to-fine modulation classification scheme utilizing Transformers and Liquid Neural Networks for Smart Grids.
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Environmental Impact on RF and PLC for Advanced Metering Infrastructure in Smart Grids
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- cautionPublication version: Identified as a preprint; peer review and later versions may change the record.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
A Comprehensive Survey of Intrusion Detection in Advanced Metering Infrastructure: Toward Scalable Data-Driven Security in Smart Grids
limited evidence
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- cautionPublication version: Identified as a preprint; peer review and later versions may change the record.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Real-time implementation of IoT Enabled Cyber Attack Detection System (IoT-E-CADS) in Advanced Metering Infrastructure (AMI) using Machine Learning Technique (MLT)
limited evidence
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- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Intrusion detection framework based on homomorphic encryption in AMI network
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Built environment and residential blocks carbon emissions: a study using advanced metering infrastructure data.
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Influence mechanisms of built environment factors on residential electricity carbon emissions under carbon peaking pressure: a case study of Wuqing District, Tianjin, China.
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Day-Ahead Electric Load Forecasting for the Residential Building with a Small-Size Dataset Based on a Self-Organizing Map and a Stacking Ensemble Learning Method
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Enhancement of Advanced Metering Infrastructure Performance Using Unsupervised K-Means Clustering Algorithm
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Using Advanced Metering Infrastructure Data from MV/LV Substations to Minimize Reactive Energy Supply Cost to Final Consumers
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Transformer–Customer Relationship Identification Using Hyperparameter-Optimized t-Distributed Stochastic Neighbor Embedding and Gaussian Mixture Clustering
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QKD-Secured Industrial Smart-Grid Cyber-Physical Systems: Simulation and Q-MambaKAN Detection of Adaptive Side-Channel Attacks
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An Adaptive Network Design for Advanced Metering Infrastructure in a Smart Grid.
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Q-RPL: Q-Learning-Based Routing Protocol for Advanced Metering Infrastructure in Smart Grids.
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FedAvg-P: Performance-Based Hierarchical Federated Learning-Based Anomaly Detection System Aggregation Strategy for Advanced Metering Infrastructure.
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AS-TBR: An Intrusion Detection Model for Smart Grid Advanced Metering Infrastructure.
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A Review of Cybersecurity Issues in Smart Meter-Based Energy Trading.
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Short-Term Aggregated Residential Load Forecasting of Low-Voltage Distribution Networks Based on Graph Neural Networks and K-Means Clustering.
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Project Zion
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STARLI | F101–F110 / 300 Flagship 13 Fission · Volume II · Distributed Microrobotic Coordination, Safety and Sample Integrity Author: 33 | Nonclinical Research Design Working Edition v1.2 | English Zenodo Ten-Volume Overview This collection presents ten prospective research-design monographs in micro/nanorobotic collective systems. Research Unit I (F101–F105) examines self-organizing sampling, load balancing, safe-stop behavior, local sensor fusion and asynchronous control. Research Unit II (F106–F110) investigates competing tasks, adaptive routing, contamination control, collaboration reliability and heterogeneous-agent coordination. The editorial aim is to define independently testable, resource-bounded questions, not to claim demonstrated autonomous performance or clinical efficacy. The ten English working editions comprise 7,770 PDF pages: 300 prospective mathematical research plates, 820 chapter openings, 4,100 independently paginated study sections, 2,000 Research Gates and 330 Phoenix Answer Embryos. Each Gate has six annotation categories: causal mechanism, measurement witness, blind falsifier, rival explanation, stopping boundary and successor interface. Architecture counts are not evidence of experimental validation or independently certified scientific originality. The Ten Research Directions F101 Nanorobotic Collective Self-Organization Sampling At The Limit — Explores whether locally coordinated sampling can preserve sample identity while keeping collision exposure within a bounded envelope. The proposed witness is harmful collision frequency [events/(agent*min)], alongside the atlas collision-rate outcome. Equal-energy fixed-rule behavior is the baseline; leaked global tracking is a rival explanation. Confidence maintained despite a concealed communication partition rejects the claim. F102 Microrobotic Collective Load Balancing At The Limit — Studies how task redistribution changes spatial coverage without relying on unmetered additional actuation. Coverage spatial entropy [nat] is the proposed endpoint, linked to the original coverage-entropy outcome. A single-agent controller with matched total actuation tests whether the apparent gain comes merely from redundancy. Failure to recover a known-safe state ends the trial. F103 Nanorobotic Collective Safe Stop At The Limit — Defines a test of independently observed transition to a safe state after a collective disturbance. The witness is time to demonstrably safe state [s], preserving the atlas recovery-time field. A fully observing centralized controller provides the comparator; increased agent count is an alternative cause of faster recovery. Crossing any registered safety invariant terminates evaluation. F104 Microrobotic Collective Local Sensor Fusion At The Limit — Examines whether local sensor exchange improves accepted mission decisions under limited communication. Communication traffic per accepted task [bytes/task] is a proposed measurement, with the original communication-load outcome retained. Equal-energy fixed rules challenge the fusion benefit; unacknowledged global state tracking is a competing explanation. Hidden partitions test whether confidence remains appropriately bounded. F105 Nanorobotic Collective Asynchronous Control At The Limit — Investigates decision timing when individual robots update at different rates rather than using a single synchronized command. Total metered energy per completed task [J/task] is the proposed observable, preserving the atlas energy-per-task field. The control comparison matches total actuation to a single-agent system; redundancy without true adaptation is the alternative. Failure to regain a known-safe state requires stopping. F106 Microrobotic Collective Task Competition And Coordination At The Limit — Proposes experiments in which agents must choose between competing tasks under bounded control authority. Selective abstention and service coverage [fraction] is the candidate measurement, anchored to the atlas abstention outcome. A fully observing centralized controller is the strong comparator, with simple agent-number advantage as a rival. Breach of registered safety invariants invalidates any coordination gain. F107 Nanorobotic Collective Adaptive Path Planning At The Limit — Tests whether locally coordinated route changes improve mission completion when obstacles or task geometry vary. Task-success fraction under equal energy [fraction] is the proposed endpoint, linked to the original task-completion measure. Fixed behavior at the same energy budget is the baseline; leaked external tracking may falsely suggest adaptation. Concealed network partitions probe erroneous collective confidence. F108 Microrobotic Collective Contamination Control At The Limit — Addresses a different physical constraint: preserving sample separation during repeated collective handling. The new proposed endpoint is cross-sample chemical carryover [mass fraction], while the source atlas retains consensus error. A matched-actuation single-agent control tests claimed collective benefit; redundancy alone may explain task performance. Inability to return to a known-safe state is a mandatory stop. F109 Nanorobotic Collective Collaboration Reliability At The Limit — Examines whether distributed cooperation can remain safe and reproducible across adverse trials. Hazardful collision frequency [events/(agent*min)] is the candidate observable alongside the original collision-rate outcome. A fully observing centralized controller is the baseline, and additional robots are a rival source of apparent performance. Safety-invariant crossing overrides aggregate success statistics. F110 Microrobotic Collective Heterogeneous Agents Coordination At The Limit — Studies coordination across agents with different sensing, mobility or task roles, while preserving traceable collective outcomes. Coverage entropy under heterogeneous roles [nat] is the proposed witness. Equal-energy fixed behavior is the baseline; outside tracking that silently supplies global state is a competing explanation. Unjustified high confidence during a concealed partition rejects the proposal. Scope, Falsifiability and Evidence Boundaries These are prospective nonclinical research designs restricted to authorized bench-scale, ex-vivo or synthetic reference settings with traceable sample identity, calibrated measurement and bounded actuation. Proposed endpoints are editorial additions and do not replace original atlas outcomes. No laboratory experiments or clinical results are reported. Matched energy and actuation, blinded disturbances, full negative-trial records and noncompensable safety stops are needed before any advantage claim. PDF structure and archive integrity can be checked automatically, but derivation-level physics, causal independence, source-to-claim DOI alignment and specialist review remain incomplete. Selected Established Methodological References Yang & Zhang (2021) · Motion Control in Magnetic Microrobotics: From Individual and Multiple Robots to Swarms · DOI 10.1146/annurev-control-032720-104318 | Farivarnejad & Berman (2022) · Multirobot Control Strategies for Collective Transport · DOI 10.1146/annurev-control-042920-095844 | Seo, Paik & Yim (2019) · Modular Reconfigurable Robotics · DOI 10.1146/annurev-control-053018-023834 These existing methodological citations are reproduced from the source archive evidence register; they do not validate the STARLI-specific proposed systems. Identity-to-claim mapping for each flagship, including additional source DOI candidates, has not been exhaustively verified. 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 241–250 OF 300 Scientific Failure, Metrology and Independent Evidence at the Limit Flagship 13 Fission | Volume III | Author 33 | STARLI Research Design Working Edition v1.0 These ten research-design monographs move from nano-quantum failure physics and reconstructed microrobotic sampling truth to blinded biosensing, interlaboratory transfer, uncertainty budgets, reference-material commutability, manufacturing batch effects, contamination traceability, drift/biology separation and mission-failure classification. They propose testable experimental contracts, not observed new scientific laws or clinical results. The ten English working editions contain 7,770 pages, 300 mathematical plates, 820 chapter openings, 4,100 one-page studies, 2,000 Research Gates and 330 Phoenix Answer Embryos. Each Gate presents a three-part speculative letter—Origin, Extreme Extrapolation and Future Research Plan—without replacing measured falsification and independent physical witnesses. Structural counts do not establish scientific novelty. RESEARCH UNIT I · F241–F245 F241 NANO-QUANTUM RESEARCH SYSTEM FAILURE PHYSICS AT THE LIMIT — Focus: optical source ageing and actuator stuck-state fault. Direct witness: rate of hazardous events [h^-1]. Test against single-site repeatability without transfer. A live rival is detector gain drift; refuse release if a hazardous defect is released. F242 MICROROBOTIC SAMPLING TRUTH RECONSTRUCTION AT THE LIMIT — Focus: microchannel-wall adsorption and sorption-desorption memory. Direct witness: sample provenance recovery [percent]. Test against paper batch record plus endpoint inspection. A live rival is pipette volume error; refuse release if material balance or provenance does not close. F243 QUANTUM BIOSENSOR BLINDED CHALLENGE AT THE LIMIT — Focus: spin-coherence reference substitution and charge-state switching. Direct witness: prospective correct acceptance [percent]. Test against standard statistical process control with frozen limits. A live rival is microwave pickup; refuse release if a second site cannot reconstruct the qualification decision. F244 NANOROBOTIC INTERLABORATORY RING COMPARISON AT THE LIMIT — Focus: laser wavelength transfer and microscale thermal probe offset. Direct witness: absolute between-site measurement bias [unit]. Test against single-site repeatability without transfer. A live rival is laboratory temperature contrast; refuse release if a hazardous defect is released. F245 MICROSCALE SAMPLING UNCERTAINTY BUDGET AT THE LIMIT — Focus: volume-metering error and wall-loss uncertainty. Direct witness: prospective interval coverage [percent]. Test against paper batch record plus endpoint inspection. A live rival is liquid surface tension; refuse release if material balance or provenance does not close. SECOND RESEARCH UNIT / EVIDENCE, TRANSFER AND SUCCESSION RESEARCH UNIT II · F246–F250 F246 QUANTUM SENSOR REFERENCE-MATERIAL COMMUTABILITY AT THE LIMIT — Focus: matrix-dependent binding and fluorophore photobleaching. Direct witness: noncommutability bias [unit]. Test against standard statistical process control with frozen limits. A live rival is analyte concentration mismatch; refuse release if a second site cannot reconstruct the qualification decision. F247 NANOROBOTIC MANUFACTURING BATCH EFFECT IDENTIFICATION AT THE LIMIT — Focus: lithography mask alignment and coating pore defects. Direct witness: unselected qualified batch yield [percent]. Test against single-site repeatability without transfer. A live rival is postfabrication sorting; refuse release if a hazardous defect is released. F248 MICROFLUIDIC SAMPLING CONTAMINATION-SOURCE TRACEABILITY AT THE LIMIT — Focus: tubing adsorption reservoir and biofilm retention. Direct witness: correct source classification [percent]. Test against paper batch record plus endpoint inspection. A live rival is fresh-reagent contamination; refuse release if material balance or provenance does not close. F249 QUANTUM SENSOR SEPARATION OF DRIFT AND BIOLOGICAL CHANGE AT THE LIMIT — Focus: laser-frequency drift and matrix ionic-strength change. Direct witness: signal-source discrimination accuracy [percent]. Test against standard statistical process control with frozen limits. A live rival is true analyte fluctuation; refuse release if a second site cannot reconstruct the qualification decision. F250 NANOROBOTIC MISSION-FAILURE CLASSIFICATION AT THE LIMIT — Focus: magnetic actuation stall and robot collision cascade. Direct witness: unsafe false-release rate [percent]. Test against single-site repeatability without transfer. A live rival is optical tracking occlusion; refuse release if a hazardous defect is released. Scientific Boundary, Evidence & QA Status All work is restricted to traceable material, synthetic standards, permitted ex-vivo references, sealed microfluidic phantoms and nonclinical bench tests. Strong comparators require matched sample, time, photon, energy, instrument and analysis budgets. Negative data, missing specimens, independent calibration, source identity and hard stops remain essential. The mother research-design DOI 10.5281/zenodo.23318840 documents editorial ancestry, not empirical proof. External DOI-to-claim matching and specialist scientific review remain pending where not independently checked. Three-Prose Research Gate Evolution & Quality Boundary Each of 2,000 Gates is paired with an intervention-specific candidate mechanism, orthogonal witness, masked adversarial experiment, rival explanation and successor refusal path. Lexical duplicate checks and independent semantic review must be distinguished: zero exact duplicated paragraphs would not prove 2,000 scientifically independent mechanisms. This is a Research Design Working Edition; article-level literature review, physical verification and domain-expert adjudication remain open. Join the STARLI Research 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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STLF-MCP: A Model Context Protocol server for short-term electrical load forecasting
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A Scalable Communication Architecture for Advanced Metering Infrastructure
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A Scalable Communication Architecture for AMI in SmartGrid
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Advanced Metering Infrastructure (AMI): Technical Architecture, Functionalities and Implementation Outcomes of the AMI System in Yangon, Myanmar
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Detection and Confirmation of Electricity Thefts in Advanced Metering Infrastructure by Long Short-Term Memory and Fuzzy Inference System Models
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Efficient and Scalable multi-group Key management for Advanced Metering Infrastructure in Smart Grid
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