SciePLUS

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SciePLUS

SciePLUS Platform

Platform workspace

Signed in
Subscribed institute
SciePLUS Demo InstituteLogin, register, My Library and campus-IP access are tenant-aware.
11 advanced discovery filters availableHidden after login to keep the workspace clean. Open only when you need to review the portal feature map.
1. Document TypeArticle, e-book, conference, thesis, pre-print, chapter, dataset
2. JournalsJournal/source finder and source ID filter
3. PublishersPublisher and publisher-lineage filters
4. YearAll years, min/max, date range
5. SubjectEngineering, management, medical, topic/field
6. CitationCitation min/max and cited-by pages
7. InstitutesOrganization and affiliation filters
8. AuthorsAuthor finder, author name and ID
9. SubscriptionsTenant access and institute workspace
10. SP AccessOpen access, repository, PDF, full text
11. TypeFull text, abstract, or both

Discover credible research.

Search publications, authors, journals, institutions and citations.

Total
PDF
Full text
0Saved
Search by
Single-string query: robotics access:accessible · title:"graph neural networks" author:"Smith" journal:"Nature" year:2020..2026 cites:25.. access:fulltext type:article
Advanced filters remain applied across pages until cleared. Aiotor Gateway
📄
PDF
PDF documents loaded: publisher + archive
🌐
SP
SciePLUS access / repository available
🧠
Abstract
records with readable abstract
📈
Cites
total citations in loaded results

Research results

Searching SciePLUS…
Total: — Visible: 0 Page 1 / — Cursor ready: — 1 keyword Ready
Active filters remain applied across pages.
Enter a query to discover research.

Priority Queue

Best documents to ingest first into your SciePLUS library or AI summarizer.

1
0
P1 PDF ingest: publisher/archive
2
0
P2 SciePLUS access full-text pages
3
0
P3 metadata records
PriorityTitleYearTypeCitesBest LinkAction
Search first to populate queue.

Saved Collection

Selected documents for later PDF download, full-text extraction or AI summary.

Saved documents

0 saved
No saved documents yet.

Export JSON

Saved searches & personal folders

0 saved searches
No saved searches yet.

Citation Base

Formatted citations, BibTeX/RIS exports and cited-by document base for the selected result.

§
citation records
📈
total cited-by count
DOI
records with DOI
PDF
records with PDF

Citation base by publication year

Source / venue distribution

Document type distribution

Top cited records

Citation records

Loaded results
Search first to create citations.

Export block

Deep citation intelligence map

Select a result and click Deep map to load incoming citations, outgoing references and related works with metadata enrichment.

Incoming = works citing selected paperOutgoing = references cited by selected paperMetadata enriched

Incoming

No map loaded.

Outgoing

No map loaded.

Related

No map loaded.

Citation relation base for selected result

Select a result and load Incoming, Outgoing or Related citation records through Aiotor Gateway.

Title / MetadataYearSourceCitesAccessActions
No citation relation base loaded yet.

Search Analytics

Quick quality check of the loaded result set.

🏆
highest SciePLUS score
📚
document types on page
🗓
latest publication year
🔗
records with DOI
BucketMeaningCountRecommended action
Search first to compute analytics.

User Tracking & Usage Dashboard

Track user searches, PDF/download clicks, full-text clicks, saves, exports and document-level activity.

👥
unique users
search events
PDF
PDF/download clicks
link clicks

Usage over time

Event categories

Top users

Priority / interaction radar

Top documents by engagement

Keyword demand

Top publishers

Usage by subject

Per-user details

User-wise searches, clicks, downloads, saves and exports.

UserEventsSearchPDFClicksSavesLast seen
No usage loaded.

Recent activity detail

Document, user, event, priority, URL and hashed device context.

TimeUserEventDocument / Detail
No events yet.
AIOTOR RESEARCH

Evidence-grounded Research Writing

Move from SciePLUS discovery to page-level evidence, defensible claims, citation audit and publication-ready delivery.

FULL-TEXT DISCOVERY · PAGE-LEVEL EVIDENCE · CITATION AUDIT

Write from evidence.
Keep every claim traceable.

Aiotor Research is a protected research workspace where discovery, evidence review, writing and publication preparation stay connected. Each research question keeps its own sources, passages, manuscript versions and citation provenance.

01Discover authorised full text
02Build an evidence workspace
03Write from indexed passages
04Verify every important claim
05Prepare publisher-ready delivery
AIOTOR RESEARCH · Evidence-backed manuscriptPrivate workspace
SOURCE 01 · PAGE 14

Evidence passage

Decision quality improves when claims remain connected to verifiable evidence and the context in which the evidence was produced.

Page-level provenance remains attached to the selected claim.
DOI linkedPage 14Evidence selected ✓
MANUSCRIPT · INTRODUCTION

Aiotor is writing

Decision science provides a structured way to connect evidence, judgment and measurable outcomes. [1, p.14]

Implementation quality influences how evidence transfers into policy and institutional decision-making.

Claim verifiedEvidence connected to exact cited passage
DISCOVERFind credible full text

Bring relevant authorised sources into a protected project instead of copying disconnected snippets between tools.

GROUNDExtract page-level evidence

Keep the exact source passage and document context behind important claims.

WRITEBuild the manuscript

Draft literature review and manuscript sections from selected evidence while retaining researcher control.

VERIFYAudit citations and claims

Open the cited page/passage, accept, revise or reject the claim, and preserve an evidence trail.

DELIVERPublication-ready research

Maintain editable versions and prepare a structured research deliverable with citation and evidence audit.

Full-text discovery

Move directly from SciePLUS discovery into a focused research workspace built around the actual evidence.

Private project folders

Keep research questions, sources, notes, manuscript versions and evidence isolated by project.

Page-level provenance

Trace important generated claims back to the exact source page and selected passage.

Evidence-led writing

Build structured academic sections from indexed evidence rather than unsupported model memory.

Citation audit

Review claim ↔ citation alignment before accepting content into the research document.

Publisher delivery

Continue from a verified evidence trail into editable, publication-ready research preparation.

WHY UNIVERSITIES USE IT

Research productivity without sacrificing traceability.

The researcher remains responsible for judgment. Aiotor reduces the mechanical work of moving among discovery, PDFs, notes, citations and manuscript sections while preserving the evidence path needed for scholarly review.

ResearchersLess fragmentation across search, PDFs and writing while maintaining control of the final argument.
SupervisorsReview claims together with their cited evidence instead of evaluating opaque AI text.
UniversitiesProvide a governed evidence-backed research workflow that complements SciePLUS Research Intelligence.
PublishersReceive better-prepared manuscripts with clearer citation provenance and evidence review history.
CONNECTED ACADEMIC WORKFLOW

SciePLUS discovers and measures. Aiotor Research turns evidence into a defensible manuscript.

SciePLUSDiscovery + intelligenceMy LibrarySelected evidenceAiotor ResearchEvidence workspacePublicationVerified delivery
Institution subscription & commercial coordinationBrightEdge Software Solutions OPC Pvt Ltd · sales@brightedge.org.in · 9552001344
AIOTOR AILABS

Executable Intelligence Studio

Learn the science. Run the code. See every state.

Executable AI · ML · Deep Learning · Robotics

Learn the science.
Run the code.
See every state.

AIOTOR AILABS transforms difficult programming, machine-learning and robotics concepts into executable lessons. Learners change real code, inspect exact numerical state and understand why the result changed.

80Executable lessons
160Practical use cases
4Complete pathways
✓ Exact computed states✓ Backend-authoritative execution✓ Visual scientific provenance
◆ AILABS CONCEPT THEATRE Exact-state preview
Neural networkDeep learningMachine learningRobotics
EXACT-STATE PREVIEWK-means clusteringAssignment and centroid recomputation
K = 3WCSS ↓ 286.42Centroids use the same numerical state executed by the algorithm.
03 / 04 · update_centroidscomputed state → browser visual
SCIENTIFIC INTEGRITY BY DESIGN

The computation creates the truth. The visualization explains it.

AILABS never treats an attractive animation as scientific evidence. Every frame carries provenance so learners know exactly what is computed, interpolated or conceptual.

Exact computed stateValues and coordinates come directly from the executed model.
Pedagogical transitionInterpolation is clearly marked between valid computed states.
Conceptual modelAbstract mechanisms are labelled as explanatory representations.
FRAME PROVENANCEValidated
{
  "state_type": "exact",
  "source": "python_execution",
  "algorithm_step": "update_centroids",
  "iteration": 4,
  "validated": true,
  "interpolated": false
}
Python executionTyped stateBrowser visual
LAUNCH CURRICULUM

Four connected pathways for intelligent-system builders.

Begin with Python, progress through maintainable engineering and machine learning, then understand deep-learning systems through code and state.

01Beginner to applied · 42 hours

Python Essentials for Machine Learning

20 executable lessons · 5 modules

Python foundations for data, ML and robotics.
02Intermediate to advanced · 55 hours

Advanced Python & OOP

24 executable lessons · 6 modules

Typing, asynchronous services, object models and tests.
03Foundation to applied · 52 hours

Machine Learning Essentials

20 executable lessons · 6 modules

Data, models, evaluation and practical intelligent systems.
04Foundation to applied · 44 hours

Deep Learning

16 executable lessons · 10 modules

Forward pass, loss, backpropagation, CNNs, sequence models and attention.
AIOTOR AILABS · learner.pyBackend ready
01 from model import NeuralNetwork
02
03 network = NeuralNetwork([4, 8, 3])
04 history = network.fit(data, epochs=18)
05 network.predict(sample)
06 print(history.loss[-1])
OUTPUT / TERMINAL$ python train.py [epoch 01] loss 0.842 [epoch 06] loss 0.318 [epoch 12] loss 0.126 [epoch 18] loss 0.084 ✓ tests passed: 4
ONE BROWSER · COMPLETE TECHNICAL WORKSPACE

Code, files, tests, terminal and visual output together.

  • Backend-aware IDE with semantic completion and project-file context.
  • Private learner folders for programs, modules, tests, documents and notes.
  • Scientific output from Matplotlib, Plotly, Bokeh and typed AIOTOR scenes.
  • Visible evidence through stdout, stderr, variables, tests and run history.
Explore executable AILABS →
FOR LEARNERSChange values. Rerun. See why.

Move beyond passive video into inspectable execution and visual state.

FOR FACULTYTeach difficult ideas visibly.

Reusable executable demonstrations, labs and evidence-backed practical exercises.

FOR UNIVERSITIESLaunch a modern AI lab.

Institution-ready access, learner progress and scalable technical learning infrastructure.

AIOTOR AILABS

Build understanding that can be executed, inspected and trusted.

Executable learning for programming, machine learning, deep learning and robotics.

AILABS institution accessBrightEdge Software Solutions OPC Pvt Ltd · sales@brightedge.org.in · 9552001344
Explore full AILABS →

Journal Finder

Journal Finder

Sources
Journal Finder now supports source type, OA, DOAJ, country, continent, ISSN, topic, publisher/host, h-index/i10, works and citation filters. Apply writes the stable Journal ID into Advanced Filters. Scopus Indexed is shown only when the loaded Scopus registry verifies the journal.
Search a journal/source and apply the ID filter.

SciePLUS Knowledge Explorer

All supported entities
Select an entity and search. Use Apply to put the correct ID into the advanced search filters.

Source discovery filters

Journal/source layer

Sources can be narrowed by source type, OA status, DOAJ, ISSN, country, publisher/host organization, topic, h-index/i10 and work/citation counts. Use Journal Finder above for practical filtering.

Journal source typeDefault filter for Journal Finder: type:journal
enabled
Open Access / DOAJEnable from Journal Finder to find open journals or DOAJ-listed journals.
optional
Scopus / WoSRequires your verified registry upload in Admin Dashboard; not inferred from open metadata.
registry

Search coverage

Discovery API layer
WorksAuthorsSourcesInstitutionsTopicsDomainsFieldsSubfieldsKeywordsPublishersFundersAwardsCountriesLanguagesWork typesSource typesInstitution typesSDGsLicenses

Author Finder

Author Finder

Authors
Search an author and open the dedicated author profile page.

Institution Finder

Institution Finder

Institutions
Search an institution and open the dedicated institution profile page.

Author Profile

Author list-to-detail profile page with metrics, affiliations, yearly view and top publications from the SciePLUS catalogue.

Open an author from Author Finder to view the profile page.

Institute Profile

Institute list-to-detail profile page with metrics, topics, yearly view and top publications from the SciePLUS catalogue.

Open an institution from Institution Finder to view the profile page.

Journal / Source Profile

Source-level profile page with ranking metrics, indexing context and top publications from the SciePLUS catalogue.

Open a journal/source from Journal Finder to view the profile page.

Record Detail

Detailed SciePLUS record page with metadata, abstract, access links and citation navigation.

Open a record from search or a profile page to view the detailed page.
SciePLUS Research Impact

Measure institutional research influence across any selected period.

Explore publication growth, filtered H-index, citation strength, research mix, access patterns, authors and publications—while the original Institute Profile remains available instantly.

Powered by Aiotor Advanced AI
Select an institution to beginThe fast snapshot prepares the essential selected-period indicators first. Choose Full Impact Review for deeper citation and author analysis.
0%
0 works
Selected worksPublication-year filtered
Overall citationsLifetime institution profile
Filtered H-indexSelected publication period
Filtered I10Works with ≥10 citations
Overall H-indexInstant institution profile
Open access shareOverall profile remains separate
Selected-range definitionChoose an institution and calculate a range to generate auditable metrics.
Not calculated
Aiotor Advanced AICalculate an institution range to generate evidence-linked trajectory, drivers, risk and forecast intelligence.

Publication momentum by year

Interactive trend
Choose an institution and period to view the research timeline.

H-index frontier

Rank vs citations
The H-index threshold will appear after calculation.

Research mix

Publication types
Research categories will appear after calculation.

Access profile

Open access
The publication access profile will appear after calculation.

Filtered publications

0 records
Calculate an institution range, then search its publications.
Page 1

Affiliated author performance

0 authors
Run Full Impact Review to compare affiliated authors across the selected period.
Page 1

Journal impact portfolio map

0 journals
Run Full Impact Review to calculate the Journal Matrix.

Explainable journal intelligence

Institution range · evidence linked
Run Full Impact Review to compare journals, yearly H-index and affiliated authors.
SciePLUS IndexCalculate an institution range to generate Aiotor Advanced AI research intelligence.
Aiotor Advanced Research Intelligence
Calculate a Research Impact range to connect institution, journal and author intelligence through one evidence-linked AI engine.

Filtered H-index

The largest number h for which at least h selected publications have each received at least h citations. The selected publication period is always shown beside the result.

Fast snapshot vs full review

The fast snapshot presents publication output, filtered H-index, I10, research mix and access profile. Full Impact Review adds selected-range citation totals and affiliated-author performance.

Affiliation-aware authors

Author comparisons include researchers associated with the institution on the selected publications, helping prevent unrelated external collaborators from inflating institutional results.

Overall and selected-period views

The instant Institute Profile remains the lifetime view. Research Impact is a separate period-based analysis, so both perspectives remain available without replacing one another.

SCIEPLUS DOCUMENTATION

User Guide & Research Workspace

Everything a researcher, faculty member or institution user needs to discover, evaluate, analyze, write and learn.

Support
SCIEPLUS RESEARCH INTELLIGENCE

Discover evidence. Understand impact. Continue into writing and executable learning.

SciePLUS combines scholarly discovery, journal/author/institution intelligence, tenant-scoped Research Impact and explainable SciePLUS Index analysis in one research workspace.

DiscoverSearch · DOI · full text
EvaluateJournals · authors · institutions
AnalyzeImpact · Index · forecasts
CreateResearch Writing · AILABS
01

Research Discovery

Use All for broad scholarly discovery, Title for publication-title matching and DOI for exact DOI resolution. Advanced filters are applied only after you explicitly choose Filters → Apply, so a normal search remains broad and reliable.

Full-text awarePDF, HTML, repository and structured full text when legitimately available.
Search at scalePage/cursor loading keeps large result sets responsive.
Evidence metadataCitations, DOI, journal, author, institution, access and publication metadata.
Saved researchSave searches and documents into your tenant-scoped library.
02

Journal, Author & Institution Finders

Resolve scholarly entities before applying them to search or impact analysis. Journal profiles include external indexing verification, Journal Matrix and SciePLUS Index. Author and institution profiles provide works, citations, H-index and related research context.

03

Research Impact — full analytical workspace for tenant researchers

Every authenticated tenant researcher can use the complete Research Impact feature set for research data in the selected institution/range. Administrative permissions change management scope, not the analytical tools available to researchers.

OverviewPublication momentum, filtered H-index, research mix and access profile.
PublicationsSearch and sort the selected period’s underlying publications.
AuthorsAffiliation-aware author performance and influence.
Journal Matrix + AIYear-wise H-index, publications, citations and authors together with connected journal trajectory, SciePLUS Index and external indexing verification.
SciePLUS IndexExplainable score, drivers, trajectory, forecasts and interactive intelligence.
Advanced AIConnected Research Impact, Institution, Journal and Author intelligence from one evidence-linked engine.
InterpretationTransparent methodology and selected-period definitions.
04

SciePLUS Index · Powered by Aiotor Advanced AI

A proprietary, deterministic research-intelligence metric built from measurable bibliometric signals. It is separate from external indexing services such as Scopus. Aiotor Advanced AI adds trajectory analysis, forecast interpretation, anomaly signals and explainable drivers.

Measured Index0–100Reproducible from selected data
TrajectoryRising / Stable / DecliningClosed-year multi-year signal
Forecast12 / 24 / 36 monthsConfidence band + delta
Why?Driver analysisPositive and pressure contributions
AI

Aiotor Advanced Research Intelligence — one connected engine, four specialised views

SciePLUS does not run four disconnected AIs. A shared evidence, graph, time-series, confidence and provenance core powers specialised Research Impact, Institution, Journal and Author intelligence heads. This keeps measurements consistent while allowing each entity to use an appropriate scoring model.

Research Impact AIPortfolio trajectory, drivers, opportunities, concentration risks and 12/24/36-month outlook.
Institution AIResearch depth, author strength, collaboration reach, diversity and sustainability.
Journal AISciePLUS Index, citation strength, author/institution signals, momentum and stability.
Author AIResearch influence, recent momentum, collaboration strength, research breadth and consistency.
Connected evidenceMove from institution → journal → author → publication while keeping the underlying evidence visible.
Explainable by designEvery score exposes components, weights, drivers, evidence, confidence and forecast uncertainty.
TECH

Technology & Scientific Integrity

The normal interface prioritises research meaning. Technical implementation details are available here for reviewers, administrators and technology teams.

AUTHORITATIVE ANALYTICSGo bounded goroutine/channel workers · deterministic reducerParallel workers calculate independent signals; the reducer produces the same final result regardless of worker scheduling.
AI ACCELERATORRuntime-detected accelerator pathApple Silicon / Metal-ready for semantic AI on supported Mac environments; NVIDIA / CUDA-ready on compatible Ubuntu servers. Deterministic bibliometrics remain CPU-safe and do not require a GPU.
SCIENTIFIC INTEGRITYMeasured facts first · AI interpretation secondPublication counts, citations, H-index and external indexing state are not generated by an LLM. Aiotor Advanced AI interprets measured evidence, detects patterns and produces bounded forecasts with confidence ranges.
05

My Library & Reporting

Keep saved publications and saved searches in your personal/tenant workspace. Tenant admins and superadmin additionally receive usage/reporting capabilities appropriate to their administrative scope.

06
AIOTOR RESEARCH

Continue from discovery into evidence-grounded research writing.

Use research.aiotor.com to move from full-text discovery into private project folders, page-level evidence, live evidence-led writing, exact cited-passage review, citation audit and publication-ready delivery. Each important claim can retain a visible path back to the source evidence used to support it.

Open research.aiotor.com →
07
AIOTOR AILABS

Executable learning: code → typed state → visual explanation.

AILABS is not passive courseware. Learners execute programs, inspect exact numerical state, see scientifically labelled visualizations, use a browser IDE/terminal and progress through Python, Machine Learning and Deep Learning pathways.

80 lessons160 use cases4 pathways
Open ailabs.aiotor.com →
08

Access & Roles

Researcher / Faculty / StudentSearch, finders, full Research Impact, SciePLUS Index, My Library, Research Writing and AILABS.
Tenant Admin / LibrarianAll research capabilities plus tenant-scoped usage, reporting and allowed account administration.
Aiotor Super AdminPlatform-wide tenant onboarding, cross-tenant operational oversight and protected system administration.

Private tenant data never becomes visible to another tenant. Superadmin platform controls are deliberately absent from normal tenant menus.

SUPPORT

Institution subscriptions & commercial coordination

BrightEdge Software Solutions OPC Pvt Ltd · sales@brightedge.org.in · 9552001344

Technology platform and advanced AI are provided by Aiotor; institutional subscription/commercial coordination is available through the contact above.

09

Frequently Asked Questions

Why can a search return no results?

First retry with All and no advanced filters. SciePLUS reports a gateway/provider problem separately from a genuine zero-result query, so users can tell the difference.

What does “Scopus Indexed” mean beside a journal?

It is an externally attributed verification signal from the loaded/current Scopus registry or API verification. It is not the SciePLUS Index.

What does a SciePLUS forecast mean?

It is a directional projection from closed-year bibliometric trends with a confidence band. It is not a guarantee or an external journal ranking.

Can normal tenant users see other tenants?

No. Research and reporting are tenant scoped. Platform-level tenant management belongs only to Aiotor Super Admin.

Profile & Remote Access

Your institute, personal account, campus access mode and password tools.

Signed-in user

Open this page after login or campus-IP access to see profile details.
Admin Setup

Password reset

Institute users

Library, links & groups

Tenant page
Tenant library details, useful links and research groups will appear here after profile refresh.

Aiotor Admin Setup

Super Admin controls for institutions, tenant accounts, onboarding and platform-level setup.

Tenant admins can manage only their own institution. Aiotor superadmin can select a tenant and review that institution.

Institution activation summary

Tenant identity, whitelisted IP, contact, portal IDs and subscription details for the currently selected institution.

Tenant scoped
InstitutionSelect a tenant to load activation details.
Total users
End users
Admins / librarians
0Saved reports

Visualization Studio

Live tenant analytics

Usage trend

Interaction mix

Top users

Keyword demand

Publishers

Subjects

Activity intensity matrix

Bulk upload institute users

Auto password
Recommended for institution onboarding: use the common password flow for the first import, share the common password securely, and let each named user change it after first login. Tenant admin can also reset any tenant user password later. ID pattern format remains BE@ + last 6 alphanumeric characters of enrolment number + last 4 mobile digits.

Reports & export

PDF / Excel
Saved tenant reportsGeneratedScopeAction
No saved tenant reports yet.
UserNameRoleLast loginAction
Refresh admin to load tenant users.

Single user registration

Manual create

Tenant setup & campus IP allowlist

Multi-tenant

Library page, useful links & research groups

Tenant page

Scopus Registry

Automatic + versioned
Loading Scopus registry status…
Manual Scopus / Web of Science CSV fallback

Platform Setup

Aiotor-only institution activation, campus access and tenant administration.

1 Institution2 Admin access3 Save & activate

Institution profile

Superadmin only
Select an institution to see its configured public campus IPs.

Settings

Tenant, admin and local defaults. Production settings are persisted through Aiotor Gateway.

Academic organization admin

Recommended Aiotor Gateway endpoints

Next build
GET /api/searchAiotor Gateway search + cache
POST /api/ingest/pdfDownload legal SciePLUS access PDF
POST /api/extractText + page map
POST /api/summarizeAI research summary
GET /api/collectionsUser saved docs
POST /api/trackUser clicks/downloads
GET /api/analytics/summaryPlotly dashboard data
GET /api/aiotor-gateway/citationsCited-by base route