← Back to the article

Audits

Bats can see, and many species also echolocate.

Version 2. FactHub's auditors are automated reviewers, separate from the process that writes articles. Each checks a fixed, published list of things and grades the results with its own published rule. They can be wrong; an audit is not a human expert review. All auditors

Across versions

First Look

5 of 5 checks passed · version 1 · claude-haiku-5-5 · 13 October 2026

A: Passes the first look: nothing obviously wrong. Minor notes may be reported as feedback without lowering the grade.

5 checks
  1. Pass Title matches the evidence

    Title 'Bats can see, and many species also echolocate' matches finding False against the claim that bats are blind.

  2. Pass No obvious contradictions

    Finding False, answer and conclusion agree; species variation is stated as nuance, not contradiction.

  3. Pass Plausible justification

    Conclusion cites behavioral, eye-movement, opsin and comparative evidence as converging on the rating.

  4. Pass Sources are relevant

    Bat Conservation International, a bat sensory-integration study, a Johns Hopkins summary and a color-genetics study are on topic.

  5. Pass Common questions answered

    Three objections (echolocation need, night flight, reduced color vision) each receive a direct response.

Coverage: Read the full article payload; sources judged by name/title/description/role only, per First Look's rules; no source snapshots read.

Overall Review

4 of 6 checks passed · version 1 (draft auditor) · claude-opus-5-5 · 11 October 2026

B: Most claims are accurate, with only minor errors, overstatements, or omissions that don't change the core message, or a check the auditor could not complete. Sourcing is generally solid and framing largely fair.

6 checks · 2 concerns
  1. Concern (minor) Sourcing is strong and transparent

    Cite the Current Biology eye-movement paper (with DOI) instead of only the JHU news page, and fix the opsin source's title/type to the MBE paper (Simões et al. 2019) with its DOI.

    Sources are mostly strong: a peer-reviewed Science Advances study with DOI, a conservation-organization synthesis labeled as such, and institutional summaries. Two gaps: (a) evidence bats-eye-movement-response rests only on a university news page, although that page says the study was 'published recently in Current Biology' - the primary paper was readily available. (b) source bats-source-color-genes is named 'Molecular Biology and Evolution' and points to the MBE article URL, but its title 'Just How Blind Are Bats? Color Vision Gene Study Examines Key Sensory Tradeoffs' reads like a press-release headline and its sourceType is 'institutionalExplanation', so it is unclear whether the cited item is the peer-reviewed paper or a news summary; it also has no DOI and could not be read (HTTP 403, no archive). The underlying claims are corroborated by BCI, so the reader's belief would not change. Confidence: Medium (color-genes source unread).

    About source:bats-source-hopkins-vision, evidence:bats-eye-movement-response, source:bats-source-color-genes, evidence:bats-opsin-lineage-variation The finding

  2. Concern (minor) Context is complete

    State that many Old World fruit bats (pteropodids) do not use laryngeal echolocation at all, which directly refutes 'rely only on echolocation'.

    Context on species variation in acuity, color vision, and sensory weighting is good. One helpful omission: the claim's second half, 'rely only on echolocation', is also refuted by the fact that most Old World fruit bats do not echolocate with laryngeal calls and navigate largely by vision. The article's own BCI source mentions 'the non-echolocating fruit-eating Indian flying fox', and the title hints at it ('many species also echolocate'), but the body never says so. Including it would strengthen, not change, the impression. Confidence: High.

    About conclusion, source:bats-source-bci-vision The finding

  3. Pass Central claims are accurate

    Main claims: bats are not blind; vision complements echolocation; acuity and color sensitivity vary by species. Ratings: (1) 'Bats have functional eyes and use visual information' - True; BCI: 'all bats have functional eyes and can see.' (2) Egyptian fruit bats learned shape by vision, classified by echolocation, translated across senses, reweighted senses in navigation - True; Danilovich abstract: 'bats learn the three-dimensional shape of an object using vision only... Vision was given more weight when deciding where to fly, while echolocation was more dominant when approaching an obstacle.' (Cross-modal translation was acoustic-to-visual only and inconclusive in some bats; the article's wording is a fair compression.) (3) Eye-movement reflex evidence - True; JHU page: bats 'tracked the motion across a range of ±10°' (optokinetic reflex), overturning Walls' 1942 assumption. (4) LWS opsin conserved, SWS1 lost in some lineages - Mostly True/True; primary source unreadable, but BCI states 'all bats studied have functioning LWS genes' and some species 'have lost function in their SWS1 genes.' (5) Acuity varies widely - True; BCI gives 0.35 vs ~2 cycles per degree. Finding False with High confidence is consistent with the evidence. Confidence: High.

  4. Pass Claims are supported and labeled

    Each evidence item cites a source and each key point traces to an evidence item. The summary's 'anatomical comparisons' is supported by BCI's rod-density and eye-size comparisons. Inferences are labeled as such (e.g., opsin limitation: 'Gene functionality is an indicator of photoreceptor capability, not a complete behavioral vision test'). No opinion is presented as fact. Confidence: High.

  5. Pass Framing is fair and neutral

    The claim is represented as the common saying; the article explicitly warns against overcorrecting ('replacing the myth with a claim that all bats see equally well would be inaccurate'). Objections are answered respectfully with evidence. No loaded framing found. Confidence: High.

  6. Pass Uncertainty is stated

    Limitations are item-specific (single species, single setting, gene-to-behavior inference, synthesis vs primary). The editorial note records no external specialist review and says 'No single item is complete proof by itself.' High confidence is warranted for the broad claim that bats can see, which is well established. Confidence: High.

Coverage: Read the full article version. Read 3 of 4 cited sources: BCI blog 'Blind as a Bat? No Such Thing' (live, ok), Danilovich et al. Science Advances full text on PMC (live, ok; abstract and discussion examined), Johns Hopkins BME news page (Wayback capture 2026-07-25; live returned 403). Could not read bats-source-color-genes (academic.oup.com returned 403, no Wayback capture); its opsin claims were checked against the BCI source, which reports the same LWS-conserved / SWS1-lost pattern. No live web search.

Skeptic

4 of 5 checks passed · version 2 (draft auditor) · claude-opus-5-5 · 11 October 2026

A: The rating and confidence follow from the evidence, the article rates the real claim, and the strongest objections are answered. A single minor note for the author does not lower the grade.

5 checks · 1 concern
  1. Concern (minor) Strongest objections answered

    Add an objection addressing whether 'blind as a bat' means 'very poor sight', and answer it with the acuity range, since some small-eyed insectivorous bats see very little detail.

    The three objections (vision makes echolocation unnecessary; nocturnality; loss of SWS opsin) are answered with evidence. The article does not address the most charitable version of the saying: that it is figurative for 'sees very poorly', which for some small-eyed insectivorous bats with very low acuity is closer to the truth. The conclusion's 'acuity, light sensitivity, and color vision vary greatly' partly covers this, so the reader's belief would not change, but an explicit objection with the acuity range would close the gap. The article also does not note whether some bats do not echolocate at all, which would further answer 'rely only on echolocation'.

    About conclusion, evidence:bats-species-vision-overview The finding

  2. Pass Rates the real claim

    Claim: 'Bats are blind and rely only on echolocation.' This matches how the saying circulates ('blind as a bat'). Method step 1 defines it as 'universal blindness and exclusive reliance on echolocation', and the editorial note limits scope to 'the universal saying that bats are blind' without overreaching to rank species. The conclusion stays within that scope. I would rate the same claim.

  3. Pass Rating follows from the evidence

    Before reading the verdict I would choose False: behavioral use of vision in Egyptian fruit bats, a measured optokinetic eye reflex, conserved LWS opsin function across lineages, and a synthesis of functional eyes and acuity variation all directly contradict universal blindness and exclusive echolocation. The article's 'False' and answer 'Bats can see, and many species use vision alongside echolocation' agree.

  4. Pass Confidence matches the evidence

    High confidence rests on four items using different methods (behavioral experiments, reflex measurement, comparative genomics, synthesis) from different institutions and countries. Limitations are stated per item and the conclusion avoids overcorrection ('not that every bat sees like a human'). The title 'Bats can see, and many species also echolocate' does not exceed the evidence. I would also give High.

  5. Pass Evidence is independent

    Items differ in method (controlled behavioral experiments; visual reflex measurement; comparative genomics; conservation synthesis), institution (Tel Aviv; Johns Hopkins; Plymouth/Bristol; BCI), country, and source. The BCI synthesis may draw on underlying studies, but as stated it covers eye anatomy, low-light adaptation, and acuity, not the same dataset as another item. No item depends on another.

Coverage: Evaluated the article payload only (claim, finding, answer, confidence, summary, conclusion, four evidence items with limitations, three objections, method steps, editorial note), taking evidence as stated. Per this auditor's division of labor, source snapshots were not used for this evaluation.

Standards

3 of 7 checks passed · version 3 (draft auditor) · claude-opus-5-5 · 11 October 2026

B: Meets the standard, with several things to polish.

7 checks · 4 concerns
  1. Concern (minor) Verdict fields agree and stand alone

    Replace 'contradict'/'is contradicted' in summary and conclusion with wording in the False label's terms, e.g. 'show the claim that bats are blind is false'.

    Quoted alone: FactHub rates the claim "Bats are blind and rely only on echolocation." False (High confidence): Bats can see, and many species use vision alongside echolocation. This reads well and the fields agree. However, the changelog says the label was changed from 'Contradicted' to 'False', and the summary still says the evidence 'contradict[s] the idea that bats are blind' and the conclusion says the claim 'is contradicted with high confidence'. Rule: verdict fields must use the current label's terms; stale wording from an earlier label is Minor.

    About conclusion The finding

  2. Concern (minor) Each section does its job

    Merge the summary into one sentence naming the strongest lines of evidence, moving the overcorrection caveat to context or conclusion.

    Rule: summary is one sentence naming the strongest independent lines of evidence. The summary is two sentences; the second ('These sources also show why replacing the myth with a claim that all bats see equally well would be inaccurate') is a caveat that the conclusion already carries. Other fields comply: keyPoints state what the evidence establishes; context is brief framing; the conclusion weighs variation and what the finding does not mean; the editorialNote states scope, caveats, and that no external specialist review is recorded.

    About conclusion The finding

  3. Concern (minor) Readers can verify it

    Add the DOI of the Current Biology eye-movement paper and give the opsin source its actual paper title and DOI, with a peer-reviewed role/type, so readers can retrieve the originals.

    Rule: sources carry full titles and DOIs or stable identifiers; key claims have primary anchors. Sources are role-labeled and described, and the Science Advances study has a DOI. But the eye-movement evidence is anchored only to a university news page with no identifier for the underlying paper, and the opsin source is named 'Molecular Biology and Evolution' yet carries a press-release-style title ('Just How Blind Are Bats? ...') and type 'institutionalExplanation', with no DOI. Both are identifiable via URL, so this is Minor. Method steps cover claim definition (step 1), sources reviewed (2), independence (3), and limits (4).

    About source:bats-source-hopkins-vision, source:bats-source-color-genes The finding

  4. Concern (minor) Consistent house style

    Explain 'opsin' at first use (light-sensitive proteins in cone cells that set color sensitivity) and use 'fact-check' consistently (context says 'fact check').

    Rule: technical terms a general reader would not know are explained at first use; formats used consistently. 'Opsin-gene variation' (keyPoints) and 'long-wavelength opsin function' (evidence) are never explained. Context says 'Animal biology fact check' while the editorialNote says 'this fact-check'. No typos or leftover drafting text found.

    About conclusion, evidence:bats-opsin-lineage-variation The finding

  5. Pass Title states the finding

    Title 'Bats can see, and many species also echolocate.' states the finding in positive form, names the subject, and resolves the claim without repeating the myth - it is the rule's own model example. seoTitle 'Are Bats Blind? No — Vision and Echolocation Work Together' uses search wording but states the finding, which the rule allows.

  6. Pass Limitations are specific

    Each limitation is item-specific: Egyptian fruit bats under defined tasks; a reflex in one species and setting; gene function vs behavioral vision; a synthesis rather than a primary experiment. None is boilerplate.

  7. Pass Tone is measured and respectful

    Language is measured ('contradicted with high confidence by converging ... evidence'; 'The accurate conclusion is not that every bat sees like a human'). Objection responses are short, evidence-based, and respectful. No unjustified absolutes.

Coverage: Evaluated only the article payload: title, seoTitle, description, claim, finding, answer, confidence, summary, keyPoints, context, conclusion, evidence items and limitations, objections, method steps, editorialNote, sources, image caption/alt text. Metadata (dates, identifiers, URLs, changelog) excluded from house-style review. No web use.