Computers & Education 'Under Review': What the Status Means
If your Computers & Education manuscript shows Under Review, here is what the editor and reviewers are likely doing and when to follow up.

Founder, Manusights
Erik Jia founded Manusights to solve a problem he kept observing: researchers paying $200-400 for editing services on papers that would be desk-rejected for scope or citation problems, not language problems. Building the platform gave him direct exposure to how pre-submission review services actually perform across manuscript types. He writes on the commercial side of academic publishing — service comparisons, honest assessment of what each tool delivers for the price, and the practical decision framework for choosing between AI-assisted and expert-led review.
Journals reviewed for:
Research published in:
Founder of Manusights — pre-submission manuscript review for researchers
If your Computers & Education manuscript shows Under Review, here is what the editor and reviewers are likely doing and when to follow up.
If your Heliyon manuscript shows Under Review, here is what the editor and reviewers are likely doing and when to follow up.
Refine.ink is strong on math and proof depth in theory papers. The best alternative depends on whether your manuscript needs different scope, different field coverage, or the science-survival decision Refine.ink is not built for.
Refine.ink is genuinely strong at math and proof depth on theory papers, with named tenured-economist endorsements. It is not built for the citation, figure, journal-fit, or experiment-suggestion gaps that drive rejection in biomedical and clinical research.
Refine.ink is a credible AI manuscript review tool with strong tenured-economist endorsements and excellent depth on math, proof, and internal logic. It is not built for citation verification, figure parsing, or journal-fit scoring.
There are now a dozen AI tools that claim to review manuscripts. We compared what each actually does, what each misses, and which ones are worth your time.
A direct Manusights vs Refine.ink comparison for researchers deciding which AI review tool to use before submission. The real split is math and proof depth versus citation, figure, and journal-fit readiness.
AI manuscript review is fast and cheap. Human expert review is slow and expensive. Here is an honest framework for when each is the right choice, based on the stakes, the journal, and the paper.
Editage and Enago are the two largest manuscript editing services. Here is an honest comparison of what each offers, where they overlap, and what neither provides.
AJE is a solid editing service backed by Springer Nature, but alternatives now offer deeper scientific analysis that goes beyond what any editing service provides.
We compared every major manuscript review service by what they actually deliver, not what they claim. Here is what each offers, what they charge, and why the differences matter more than the prices.
Editage and AJE are the two most-searched manuscript editing services. Here is an honest comparison of pricing, editing quality, and pre-submission review depth.
AJE and Enago are both large manuscript editing services. Here is an honest comparison of pricing, editing depth, and when you need something different entirely.
Editage is the most recognized name in manuscript editing, but alternatives now offer deeper scientific review including citation verification and figure analysis that Editage does not provide.
Enago is a large editing service with an AI+human hybrid tier, but alternatives now offer deeper analysis including live citation verification and journal-specific scoring that Enago does not provide.
Research Square is a preprint platform, not a pre-submission review service. This guide walks through every alternative category and helps you choose the right one for your manuscript.
A serious buyer's guide to pre-submission review services: who each service is best for, where Manusights actually wins, and when editing-heavy alternatives may be the better buy.
Is pre-submission peer review worth it? A cost-benefit guide to when to buy AI review, editing, expert review, and when to skip it.
Thesify gives rubric-based feedback on argument structure and writing quality. Manusights evaluates whether the science is ready to submit: citations verified, figures analyzed, journal fit scored. They solve different problems at different stages, and the order you run them in matters.
Writefull fixes how your manuscript reads. Manusights evaluates whether the science is ready to submit. They solve different problems at different stages, and the order you run them in matters.
AJE's presubmission review is strongest when you need structure, consistency, and impact framing, not a hard scientific go or no-go call.
Reviewer3 is one of the more serious AI review products in this category, but it is still best used as first-pass triage rather than final submission judgment.
Paperpal is a strong AI writing and research-assistance product for researchers, but it is not a substitute for scientific go or no-go review before submission.
Trinka is a serious academic writing assistant with stronger compliance and confidentiality messaging than most grammar tools, but it is still not scientific review.
Reviewer3 reviews methodology in 10 minutes. Paperpal fixes grammar in real time. They solve completely different problems. Here is when to use each.
q.e.d Science decomposes your paper into a claim tree and stress-tests the logical chain. Manusights verifies citations against 500M+ papers, analyzes figures, and scores journal-specific readiness. They catch different failure modes - and the ones Manusights catches cause more rejections.
The best alternative to Reviewer3 depends on the gap you're trying to close: deeper scientific judgment, citation verification, figure analysis, or just a free first pass.
AI catches structural problems fast and cheap. Human experts catch the scientific and strategic problems that actually cause rejection. The best approach uses both - Manusights provides both in one platform.
Trinka is a $7/month academic grammar checker owned by Enago's parent company. Manusights verifies citations against 500M+ papers, analyzes figures, and scores journal readiness - starting free. One fixes your writing. The other tells you whether your paper survives review.
Reviewer3 provides fast AI triage in under 10 minutes. q.e.d Science decomposes your paper into a claim tree and stress-tests the logic. Neither verifies citations, analyzes figures, or scores journal fit - for that, you need Manusights.
Rigorous AI Review is a free ETH Zurich research project that sends manuscripts to OpenAI for processing. Manusights is a production platform with SOC 2 Type II in progress and Anthropic zero-retention. Here is what each delivers - and the privacy difference that matters.
ScholarsReview is an all-in-one AI academic assistant with peer review, literature review, journal finding, and grammar checking. Manusights is a focused pre-submission platform that verifies citations against 500M+ papers and scores journal-specific readiness. Breadth vs depth.
The useful way to compare AI pre-submission tools is not by hype but by job: triage, logic analysis, writing support, or workflow convenience.
PaperReview.ai is free but reads only 15 pages and is strongest in CS/ML. Manusights covers full manuscripts across all fields with citation verification and figure analysis.
The price range for pre-submission manuscript services is enormous - from free reciprocal peer review to $1,800 expert review. Here's exactly what each tier delivers and when it's worth the investment.
Most researchers do not know what a serious pre-submission review report should contain until they have already paid for one. Here are the six core components, what a strong deliverable looks like, and how to tell a real working report from a shallow one.
A Pangram Labs study found 21% of ICLR reviews were fully AI-generated: not AI-assisted, fully written by an LLM. In 2026, the structural incentives driving this are stronger, not weaker. Here's the problem and what researchers can do about it.
There are five tools that offer free manuscript review. They do very different things. This page explains what each one actually catches, where each one stops, and how to decide whether free is enough before you submit.
Most cover letters fail because researchers write summaries instead of pitches. Here are 5 complete, filled-in templates for different journal tiers and fields: copy, adapt, submit.
The Nature Communications cover letter is what editors read before they read your paper. Here is what it actually needs to say, what to avoid, and how to decide whether your letter is doing its job.
Use this journal fit checklist before you submit. It helps you test scope, audience, claim level, evidence bar, and likely desk-reject risk.
PNAS dropped the contributed track that let NAS members fast-track papers. Every submission now goes through standard peer review. Your cover letter has to do more work than it used to, and most researchers haven't adjusted.
Desk rejection rates range from 15% at PLOS ONE to 90% at NEJM. Here is the data for 30+ major journals, what the numbers mean for your submission, and how to reduce your desk rejection risk.
The journal you pick matters more than most researchers think. A great paper sent to the wrong journal gets rejected. Here's how to match your manuscript to the right target.
Our reviewers include researchers like this one who have published in and reviewed for top journals. Get a structured pre-submission review before you submit.