IEEE Transactions on Medical Imaging Response to Reviewers: A Clinical Validation Revision Guide
A practical TMI revision guide for answering clinical-validation, data-splitting, acquisition-shift, ablation, and reproducibility concerns.
Readiness scan
Find out if this manuscript is ready to submit.
Run the Free Readiness Scan before you submit. Catch the issues editors reject on first read.
How to use this page well
These pages work best when they behave like tools, not essays. Use the quick structure first, then apply it to the exact journal and manuscript situation.
Question | What to do |
|---|---|
Use this page for | Building a point-by-point response that is easy for reviewers and editors to trust. |
Start with | State the reviewer concern clearly, then pair each response with the exact evidence or revision. |
Common mistake | Sounding defensive or abstract instead of specific about what changed. |
Best next step | Turn the response into a visible checklist or matrix before you finalize the letter. |
Quick answer: An IEEE Transactions on Medical Imaging response to reviewers should be a point-by-point verification map between the Associate Editor's decision, the reviewer concern, the new imaging evidence, and the exact revised location. Quote every comment, state what changed, and cite the page and line, figure, table, or supplement. Submit the response with the TMI-required marked-up manuscript, and make clinical validity visible through patient-level separation, reference-standard quality, acquisition-shift testing, uncertainty, and failure analysis rather than relying on a higher average metric alone.
Run a TMI revision readiness scan before resubmission, or use the evidence map below. The TMI submission guide owns initial package requirements; the TMI under-review guide owns status interpretation, and the TMI journal profile provides broader context.
What does a TMI response package require?
TMI's resubmission checklist names two companion artifacts: a response with point-by-point answers to all reviewer concerns and a marked-up manuscript in which changes are clearly visible through sidebars, color, or another consistent device. Treat those files as one audit trail.
The response should not merely say that an experiment was added. It should tell the Associate Editor what scientific uncertainty the experiment resolves and where the evidence appears.
Revision element | What to show | Weak version that invites another round |
|---|---|---|
Data separation | Patient-level train, validation, and test boundaries | Slice-level split with patient leakage unaddressed |
Reference standard | Reader count, adjudication, labels, and uncertainty | Calling labels "ground truth" without provenance |
Generalization | External site, scanner, protocol, or temporal test | Another random split from the same acquisition pool |
Method contribution | Ablations tied to the claimed mechanism | Removing modules without explaining what each test isolates |
Clinical meaning | Error distribution, operating point, and failure cases | Reporting only a mean Dice score or AUROC |
Auditability | Page, line, figure, table, and supplement locations | "The manuscript has been revised accordingly" |
Source boundary: the checklist establishes the required response and marked-up files. The scientific routing above is Manusights analysis of the evidence a medical-imaging revision needs to make its claims checkable.
Copyable TMI rebuttal template
Use the Associate Editor's summary before the reviewer-by-reviewer sections. Keep reviewer text in bold or a shaded box and your answer in regular text. Use the same distinction throughout the document.
Dear Associate Editor,
Thank you for the opportunity to revise manuscript TMI-2026-1842,
"Scanner-Robust Lesion Segmentation with Uncertainty Calibration."
Your decision identified three controlling issues: external validity,
the reference standard, and whether the proposed module causes the
reported gain. We address each below. Reviewer comments are in bold;
our responses are in regular text. Page and line numbers refer to the
marked-up revised manuscript.
Associate Editor issue 1: External validity
Response: We added an external-site test containing 412 patients from a
second hospital using a different 3 T acquisition protocol. Performance
and confidence intervals are in new Table 3
and Figure 5; see page 9, lines 12-28. The site-stratified failures are
reported in Supplementary Table S4.
Reviewer 1, Comment 1
"The test split may contain correlated images from the same patient."
Response: We agree. We rebuilt all splits at the patient level and reran
training from initialization. The split procedure is on page 6, lines
4-17; revised results are in Table 2. No patient crosses a split.
Reviewer 2, Comment 3
"The improvement could come from the larger backbone rather than the
proposed alignment component."
Response: We added a parameter-matched backbone control and a component
ablation. The alignment component accounts for a 2.8-point Dice gain;
see Figure 4b,
page 8, lines 21-34, and Supplementary Table S3.
Reviewer 3, Comment 2
"The clinical consequence of false negatives is not described."
Response: We now report sensitivity at the prespecified operating point,
patient-level false-negative categories, and representative failures.
See page 11, lines 2-24 and new Figure 6.
Sincerely,
Dr. A. Researcher, on behalf of all authorsReplace every bracket with real evidence. Do not leave results as promises, and do not cite a supplementary figure when the central claim still depends on evidence hidden outside the main paper.
The location rule for imaging revisions
Give a page and line reference for every textual change. For evidence, also name the figure panel, table, equation, code artifact, or supplementary item. Put the rule near the beginning of the response so reviewers know how to navigate it.
Medical-imaging revisions often change many linked artifacts at once. A corrected patient split can alter the Methods, cohort diagram, main result table, calibration plot, confidence intervals, abstract, and discussion. List all affected locations under the same comment. That prevents a reviewer from finding an old result in a different section and concluding that the revision is internally inconsistent.
After generating the final PDFs, test five random references from the response. Pagination commonly changes when tracked changes, figures, or supplementary material are rebuilt.
Keep reviewer comments and author replies visually separate
Use one typography convention: reviewer comments in bold, a box, or one color; author responses in regular text. Do not use color as the only signal if the PDF may be printed or reviewed with accessibility settings. A label such as Reviewer 2, Comment 3 should survive grayscale.
In the marked-up manuscript, use sidebars, tracked changes, or a consistent text color as TMI's checklist permits. Do not combine several unlabelled conventions. The Associate Editor should be able to move from the response location to the changed manuscript without learning a legend for every section.
Diagnose the reviewer concern before choosing an experiment
A request for "more data" is not one problem. Classify it before committing months of work.
Reviewer language | Underlying uncertainty | Response that resolves it |
|---|---|---|
"The dataset is too small" | Precision, subgroup coverage, or overfitting | Learning curve, confidence interval, subgroup audit, or new cohort targeted to the gap |
"External validation is missing" | Site, scanner, protocol, or prevalence shift | A genuinely external or temporally separated test with shift characteristics reported |
"The labels are subjective" | Reference-standard reliability | Reader protocol, agreement, adjudication, and sensitivity to disputed cases |
"The gain is incremental" | Contribution attribution | Parameter-matched controls and mechanism-directed ablations |
"Clinical value is unclear" | Decision consequence | Operating-point analysis, calibration, errors, and workflow boundary |
"The method may not reproduce" | Implementation uncertainty | Versioned code, preprocessing detail, seeds, checkpoints, and evaluation script |
This classification protects you from adding an expensive experiment that does not answer the concern. If the reviewer questions scanner shift, ten thousand more images from the original scanner do not establish transportability.
Tone calibration for hard TMI replies
Avoid | Better |
|---|---|
"The reviewer misunderstood our split." | "We did not state the patient boundary clearly. We now define it on page 6, lines 4-17, and verified that no patient crosses a split." |
"External data are impossible to obtain." | "The requested site is unavailable under our data-use agreement. We added a temporal and scanner-stratified test, report the remaining site limitation, and narrowed the transportability claim." |
"Our Dice score is already state of the art." | "We added parameter-matched baselines and paired uncertainty estimates; the gain persists in three of four anatomy strata (Table 3)." |
"This ablation is unnecessary." | "We agree the causal role was not isolated. The new component ablation in Figure 4b tests that role while holding capacity constant." |
"We addressed all comments." | "Each response below names the changed page, line, and evidence artifact; the marked-up manuscript uses sidebars for verification." |
The strongest disagreement narrows a claim and supplies a valid test. It does not ask the reviewer to accept an assertion because the experiment is inconvenient.
In our pre-submission review work with TMI revisions
In our pre-submission review work with IEEE Transactions on Medical Imaging manuscripts and revisions, we read the response beside the revised Methods, figures, supplementary experiments, and claim-bearing sections. That paired review matters because a rebuttal can sound complete while the actual pipeline, cohort definition, or clinical interpretation remains unchanged. The patterns below are anonymized observations from Manusights review work, not access to IEEE editorial records or private TMI decisions. They are included because each can be tested against a response package before upload and because generic rebuttal advice does not identify them.
Leakage repaired in prose but not in the pipeline. In IEEE Transactions on Medical Imaging revisions, a response may promise patient-level separation while cached features, augmentation pairs, or repeated examinations still cross the boundary. The Methods sentence changes but the code, cohort diagram, and result table do not. A reviewer who recomputes the split logic will treat that as a failed revision, not a wording issue. We verify the unit identifiers before and after preprocessing and confirm that every figure and table came from the corrected split.
External validation that is external in name only. IEEE Transactions on Medical Imaging authors sometimes label a held-out subset "external" even though it shares the institution, scanner family, acquisition protocol, and annotation workflow. The useful response states which distribution changed and which did not, then names the cohort and acquisition boundary in the Methods and figure legend. If only time changed, call it temporal validation. If scanner and site both changed, report those shifts rather than using the word external as a substitute for design detail.
Ablation tables disconnected from the contribution. Removing every module one at a time creates a table, but it may not test why the method should work. We flag ablations that change capacity, optimization, and information access together. A defensible response holds those factors steady and isolates the mechanism named in the paper.
Clinical claims outrunning the error analysis. A high aggregate metric reaches the abstract while false negatives, subgroup variation, calibration, and reader comparison remain in the supplement or absent. The revision survives when the response aligns the clinical claim with the operating point and makes failures visible.
Across these patterns, our check is deliberately cross-file: the response must agree with the marked manuscript, the clean manuscript, the analysis outputs, and the supplementary evidence. We also ask what evidence would falsify the revised headline. That final question often reveals whether an added experiment resolves the reviewer concern or merely increases the number of results.
Scan the revised TMI manuscript and rebuttal for these failure patterns before the same reviewers see them again.
When to push back instead of adding the requested study
Push back when the proposed experiment cannot identify the uncertainty, violates a data-use or ethics boundary, or would create a claim outside the manuscript's contribution. Start by restating the concern fairly. Then offer the closest valid analysis, explain what it can and cannot establish, and revise the limitation and claim.
For example, if a reviewer requests prospective clinical utility but the study is a retrospective method paper, do not simulate a prospective workflow and call it validation. Add the strongest retrospective decision analysis available and state that prospective utility remains untested.
Where TMI revisions fail and end in rejection
Most failed revision responses do not fail because of one impolite sentence. They fail because the manuscript and response disagree about what was fixed. A patient split is described but not rerun, an external test does not represent a meaningful shift, or a clinical claim remains unchanged after the evidence was narrowed.
Rejection on revision remains possible when a major methodological concern survives re-review. Treat the marked-up file as evidence, not decoration. If you cannot resolve the central validity issue, narrow the contribution before resubmission rather than hiding the boundary in a final limitation paragraph.
Submit if; think twice if
Submit if: the corrected patient boundaries are implemented in the pipeline, the reference standard is documented, every generalization label names the shift it tests, and the abstract matches the operating-point and failure evidence. The response and marked PDF should form one traceable record.
Think twice if: a central clinical-validity concern is answered only in prose, a new dataset repeats the original acquisition conditions, or the revised headline still depends on leakage-prone or non-independent evaluation. Resolve or narrow that issue before the same reviewers see it again.
Readiness check
Run the scan to see how your manuscript scores on these criteria.
See score, top issues, and what to fix before you submit.
Final TMI response audit
- Map the Associate Editor's controlling issues before reviewer comments.
- Verify every split at the patient and repeated-examination level.
- Name the reference standard, readers, adjudication, and uncertainty.
- State exactly which distribution changes in each generalization test.
- Pair the mechanism claim with a capacity-controlled ablation.
- Report confidence intervals, operating points, and failure categories.
- Cite page, line, figure, table, and supplement locations.
- Submit the point-by-point response and visibly marked-up manuscript.
- Recheck all references against the final PDFs.
- Run the broader journal fit and readiness review if the revision materially changed the claim.
This page was last reviewed on July 12, 2026. Official sources define submission mechanics; Manusights analysis supplies the manuscript-level revision framework.
Frequently asked questions
Open with the Associate Editor's controlling issues, then reproduce every reviewer comment in order. For each item, state the action, summarize the new evidence, and identify the exact page, line, figure, table, or supplement. Submit the point-by-point response with a marked-up manuscript in which every change is visibly identified.
The answer depends on the claim, but reviewers commonly need patient-level data separation, a defensible reference standard, external-site or acquisition-shift validation, comparison with current baselines, uncertainty and failure analysis, and ablations that isolate the proposed contribution. Do not substitute more images for a missing validation design.
Yes, when the requested dataset does not test the stated concern or cannot be used lawfully. Explain the concern you believe needs testing, provide the closest valid analysis, quantify the remaining limitation, and narrow the abstract and clinical claim. A principled boundary is stronger than a refusal based only on cost or access.
Yes. Cite page and line ranges for prose, and identify figures, panels, tables, equations, code releases, and supplementary experiments. Recheck every reference after the final marked-up and clean PDFs are generated so the response remains auditable.
Sources
- 1. IEEE TMI submission checklist (accessed July 12, 2026)
- 2. IEEE TMI FAQ for authors (accessed July 12, 2026)
- 3. IEEE Transactions on Medical Imaging information for authors (accessed July 12, 2026)
- 4. Ten Simple Rules for Writing a Response to Reviewers, PLOS Computational Biology (accessed July 12, 2026)
- 5. How to respond to reviewers, Nature Computational Science (accessed July 12, 2026)
Final step
Find out if this manuscript is ready to submit.
Run the Free Readiness Scan. See score, top issues, and journal-fit signals before you submit.
Anthropic Privacy Partner. Zero-retention manuscript processing.