The DOI matches its Crossref record; 14 of the 14 references it cites were found in a registry or an index; 36 of the 39 sources its claims cite were checked for support.
A curious concept of CNS clearance
Open accessAbstract
Over the past decade, multiple lines of research have shown that sleep decreases amyloid-β and tau burden compared with wakefulness, and glymphatic clearance is increased during sleep in both human and mouse brains 1–6 . A recent study by Miao et al. 7 has questioned these findings. We here raise concerns regarding experimental methodology, analytical rigor, and theoretical and mathematical assumptions in the Miao et al. 7 study. The conclusion of that study—brain clearance is reduced during sleep and anesthesia—is not supported by the data presented.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This commentary challenges the conclusions of Miao et al. (2024), which reported that brain clearance is reduced during sleep and anesthesia. The authors argue that the Miao et al. study suffers from conceptual, methodological, and analytical flaws that render its data uninformative and its conclusions unsupported.
Key findings
- The authors contend that Miao et al. define clearance as redistribution of tracer within the brain (between caudate-putamen and a prefrontal cortex probe) rather than export to the periphery, which the authors call "fundamentally flawed."
- The modeling is criticized: Eq. 8 is said not to be a solution of a diffusion or advection–diffusion equation, and Eq. 6 presumes a radially emanating flow that fails to conserve fluid mass and contradicts the actual flow direction (entering top, exiting bottom).
- The anesthesia states are misrepresented: PENTO induces anesthesia for 10–300 minutes, KET-XYL for 30–45 minutes, and DEX (with KET) for 20–30 minutes, so the authors state cohorts were in post-anesthesia recovery and not anesthetized for 92% (11 of 12 hours) of the experiments.
- Reanalysis of the diffusion coefficient data: a non-significant one-way ANOVA (F(5, 62) = 1.361, p = 0.2513); two-sided t-tests showed no significant differences for ZT0–4 vs. ZT12–16 (t(24) = 0.2382, p = 0.8137) or ZT4–8 vs. ZT16–20 (t(20) = 1.281, p = 0.2148), but a significant difference for ZT8–12 vs. ZT20–24 (t(18) = 2.197, p = 0.0413).
- Additional concerns: unconjugated Alexa Fluor crosses the blood–brain barrier; injected volume (10 μL in Figure 1) far exceeds the caudate-putamen volume (20.5 ± 0.5 μL, with extracellular space 3.1 μL); no confirmation of consistent injection volumes; no assessment of brain damage/inflammation; and unclear data visualization.
Methods
- Design: a critical commentary/reanalysis of the Miao et al. (2024) study, drawing on the authors' own published and unpublished data (e.g., real-time 3D MRI and SPECT analyses, volumetric analysis).
- Data/sample: reanalysis of Miao et al.'s reported diffusion coefficient measurements and figures; reference to mouse caudate-putamen volumetric data (20.5 ± 0.5 μL; extracellular space 3.1 μL).
- Main analysis: statistical reanalysis using one-way ANOVA and two-sided t-tests on diffusion coefficients at timepoints 12 hours apart; conceptual and mathematical critique of the equations used by Miao et al.
Limitations
- The paper is a critique and does not present new primary experimental data of its own beyond reanalysis and reference to the authors' prior work.
- The reanalysis relies on the dataset as reported by Miao et al., which the authors note lacks exact ZT reporting and has significantly fewer datapoints at night, limiting appropriate parametric testing (Cosinor Analysis requires exact ZT and equal sample sizes).
- The authors' own prior glymphatic studies were restricted to deeply anesthetized mice and, as they state, cannot be directly compared to the Miao et al. data.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
36 of 39 cited sources checked · 7 supported · 5 flagged · accuracy not yet measured
- Study design and conductreasoning
Miao et al. ignore the possibility that diffusivity and advection may change between wake and anesthesia/sleep.
“ignoring the possibility that diffusivity and advection may change between wake and anesthesia/sleep”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main section (discussion of Fig. 1d,e and Extended Data Fig. 5; page not provided) explicitly tests whether diffusion changes across vigilance states and says the results cannot rule out changes in small-scale flows. The paper therefore considers, rather than ignores, the possibility of changes in diffusivity and fluid movement. (LLM, conf=0.90)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
- Premisecitation
Miao et al. estimate tracer diffusivity by fitting experimental measurements to Eq. 8.
“Miao et al.7 estimate the tracer diffusivity by fitting experimental measurements to Eq. 8”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Fig. 1b caption in the Main section says the photobleaching measurements were fitted to equation (5) to obtain the diffusion coefficient D. The Methods section on measuring brain clearance instead uses equation (8) to model dye concentration when clearance is present. The paper therefore assigns the claimed diffusivity fit to a different equation. (LLM, conf=0.90)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
- Interpretationreasoning
The data of Miao et al. fails to support meaningful conclusions, whether regarding glymphatic clearance or other aspects of brain fluid transport.
“Consequently, the data fails to support meaningful conclusions, whether regarding glymphatic clearance or other aspects of brain fluid transport.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main section says the experiments show reduced brain clearance during sleep and anesthesia and reports no significant change in diffusion kinetics. It acknowledges limits on what its measurements can rule out, but draws substantive conclusions rather than saying its data cannot support meaningful conclusions about brain transport. Page numbers are unavailable in our copy. (LLM, conf=0.90)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
- Premisecitation
In Miao et al., mice were anesthetized only once with a single bolus injection at the start of the experiment.
“however, the mice were anesthetized only once with a single bolus injection at the start of the experiment”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods sections ‘Anesthesia’ and ‘Protocol for measuring brain clearance’ describe an intraperitoneal anesthetic injection for the anesthesia experiments. They do not specify that it was a single bolus given at the start of each experiment. The separate ‘Stereotaxic surgery’ section also reports earlier isoflurane anesthesia, so ‘only once’ is supported only if restricted to an experimental session. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Premisecitation
Post-anesthesia arousal is associated with hyperactivity in mice.
“Post-anesthesia arousal is associated with hyperactivity in mice11”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [11] Chen, K. et al. Anesthesia-induced hippocampal-cortical hyperactivity and tau hyperphosphorylation impair remote memory retrieval in Alzheimer’s disease. Alzheimers Dement. 20, 494–510 (2024). source
The Discussion (page unavailable) reports increased neuronal activity after sevoflurane anesthesia in presymptomatic Alzheimer’s-model mice, which supports a narrower version of the claim. It does not establish hyperactivity during post-anesthesia arousal: the Results measure neuronal activity the following day and report no significant increase in the mice’s locomotor activity. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Advection effects are quantified by fitting Eq. 6 to measurements from experiments akin to Extended Data Figure 5 in Miao et al.
“Advection effects are quantified by fitting Eq. 6 to measurements from experiments akin to the one outlined in Extended Data Figure 5 in Miao et al7.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
- Premisecitation
Figures 2d-f in Miao et al. indicate cohorts under different anesthesia conditions for 12 hours.
“Figures 2d-f in Miao et al.7 indicate cohorts under different anesthesia conditions for 12 hours”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Fig. 2 caption (Main; page unavailable) identifies panels d–f as measurements following dexmedetomidine, ketamine–xylazine, and pentobarbital anesthesia, respectively, each compared with saline. Neither that caption nor the Methods passages retrieved establish that the cohorts were under anesthesia for 12 hours. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
The injection site's peak fluorescence along the AP axis varies between mice in Miao et al.
“Furthermore, the injection site’s peak fluorescence along the AP axis varies between mice (Figure 3b in Miao et al.7).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Fig. 3b caption (Main; page unavailable) describes fluorescence plotted along the anterior–posterior axis relative to the injection point, and the Histology experiments Methods say the Gaussian fits allowed position to vary. Neither passage establishes that the injection-site peak varied between individual mice. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Premisecitation
The recordings in Figure 2g of Miao et al. were done during sleep deprivation and rebound sleep.
“Additionally, the recordings in Figure 2g of Miao et al.7 were done during sleep deprivation and rebound sleep.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
- Interpretationreasoning
These cohorts were in a state of post-anesthesia recovery and not anesthetized for 92% (11 of 12 hours) of the experiments.
“meaning that these cohorts were in a state of post-anesthesia recovery and NOT anesthetizied for 92% (11 of 12 hours) of the experiments10.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [10] Oh, S. S. & Narver, H. L. Mouse and rat anesthesia and analgesia. Curr. Protoc. 4, e995 (2024). source
The Injectable Anesthesia section says anesthesia in mice and rats is typically short, and the Critical Parameters section distinguishes anesthesia from recovery. Neither section identifies the citing paper’s cohorts or establishes that they were recovering, rather than anesthetized, for 11 of 12 experimental hours; the paper also notes that sleep time can extend to 180 minutes. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Interpretationreasoning§ A curious concept of CNS clearance
The conclusion of Miao et al. that brain clearance is reduced during sleep and anesthesia is not supported by the data presented.
“The conclusion of that study – brain clearance is reduced during sleep and anesthesia – is not supported by the data presented.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
- Study design and conductreasoning
The brain states presented in Miao et al. are incorrectly described.
“The brain states presented in this study are incorrectly described”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section ('EEG/EMG recording and sleep scoring') describes how wake, NREM sleep and REM sleep were identified and reports manual confirmation of the scores. It does not address the citing paper’s assessment that the brain states were incorrectly described. I searched for discussion of misclassification and incorrect descriptions of the states. (LLM, conf=0.75)
Experimental — accuracy not yet measured
- Study design and conductcitation
Miao et al. do not include histological analysis of injury and reactive gliosis from multiple cannulations.
“Miao et al.7 do not include histological analysis of injury and reactive gliosis from multiple cannulations.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
- Study design and conductcitation
Miao et al. fail to show the cannula placement, a standard practice in the field.
“Miao et al.7 also fails to show the cannula placement, a standard practice in the field.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods sections on stereotaxic surgery and the brain-clearance protocol give cannula coordinates and report postmortem measurements of its distance from the optical fiber. The indexed text does not establish whether the paper shows cannula placement visually or whether doing so is standard practice in the field (searched: cannula placement, histological verification, and figure descriptions). (LLM, conf=0.73)
Experimental — accuracy not yet measured
- Interpretationreasoning
Several significant flaws have been identified in Miao et al.
“In sum, several significant flaws have been identified in Miao et al.7.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
- Interpretationreasoning
The results of Miao et al. are confounded by experimental artifacts.
“and the results are confounded by experimental artifacts.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main section says Miao et al.’s histology confirmed their photometry results and identifies a confound in other studies’ methods, not an experimental artifact confounding their own results. The Methods sections describe exclusions and controls, but do not establish the citing sentence’s claim. Searched our copy for experimental artifacts, confounding, and methodological limitations. (LLM, conf=0.76)
Experimental — accuracy not yet measured
- Study design and conductreasoning
The statistics in Miao et al. are inappropriate for testing diurnal variations in brain clearance.
“However, the statistics in Miao et al.7 are inappropriate for testing diurnal variations in brain clearance”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section describes the statistical tests used, and the Main section reports a one-way ANOVA of diffusion coefficients across zeitgeber times. Neither passage assesses whether those statistics are appropriate for testing diurnal variations in brain clearance; the reported zeitgeber-time analysis concerns diffusion coefficients, not clearance. (LLM, conf=0.75)
Experimental — accuracy not yet measured
- Study design and conductreasoning
Miao et al. ignore efflux to the vascular compartment.
“The authors ignore efflux to the vascular compartment.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section ('Protocol for measuring brain clearance'; page unavailable) models dye loss with a general clearance term but does not distinguish clearance routes. Searches for vascular efflux, blood vessels, and routes of dye clearance found no passage establishing whether efflux to the vascular compartment was ignored or included in that term. (LLM, conf=0.68)
Experimental — accuracy not yet measured
- Interpretationreasoning
The signal that Miao et al. detect with an optical fiber in prefrontal cortex is a mixture of Alexa Fluor in both the vascular compartment and the tissue.
“The signal that Miao et al.7 detect with an optical fiber in prefrontal cortex is a mixture of Alexa Fluor in both the vascular compartment and the tissue.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main section says the AF488 clearance measurements used the same experimental setup as Fig. 1a, which places an optical fiber in the mouse frontal cortex. Neither that passage nor the Methods passages describe the detected signal as a mixture of dye in vascular and tissue compartments. The paper supports the measurement setup, but not the claimed composition of its signal. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Findingown data
Real-time 3D MRI and SPECT analyses from our group reveal significantly lower tracer injection into the brains of awake mice compared to sleeping or anesthetized mice.
“Real-time 3D MRI and SPECT analyses from our group reveal significantly lower tracer injection into the brains of awake mice compared to sleeping or anesthetized mice13.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Kroesbergen, E. et al. Glymphatic clearance is enhanced during sleep. Preprint at bioRxiv https://doi.org/10.1101/2024.08.24.609514 (2024). source
- Findingown data
Interquartile range analysis reveals statistical outliers in Miao et al. data.
“and interquartile range analysis reveals statistical outliers (Fig. 2C).”
Quote in the paperNot a substantial claim - Findingown data
There are significant differences in diffusion coefficients between late day and night (ZT8-12 vs. ZT20-24: t(18) = 2.197, p = 0.0413).
“There are significant differences in diffusion coefficients between late day and night (ZT8–12 vs. ZT20–24: t(18) = 2.197, p = 0.0413; Fig 2D)”
Quote in the paperSubstantial claim - Findingown data
Reanalysis shows a non-significant one-way ANOVA (F (5, 62) = 1.361, p = 0.2513).
“Reanalysis shows a non-significant one-way ANOVA (F (5, 62) = 1.361, p = 0.2513).”
Quote in the paperSubstantial claim - Interpretationreasoning
Without consistent injectate volume and position, comparisons of brain clearance between groups cannot be trusted.
“Without consistent injectate volume and position, comparisons of brain clearance between groups cannot be trusted.”
Quote in the paperSubstantial claim - Premisecitation
Clearance of the tracer occurs via a combination of advection and diffusion in brain.
“Clearance of the tracer occurs via a combination of advection (clearance by bulk fluid motion) and diffusion in brain.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Bennett, T. D. Transport by advection and diffusion: momentum, heat, and mass transfer (Wiley, 2013).
- Interpretationown data
Radial flow contradicts the actual flow direction, entering from the top and exiting at the bottom.
“Radial flow also contradicts the actual flow direction (Fig. 1), entering from the top and exiting at the bottom.”
Quote in the paperSubstantial claim - Interpretationown data
The significant difference between late day and night indicates an underlying diurnal variation.
“indicating an underlying diurnal variation.”
Quote in the paperSubstantial claim - Interpretationreasoning
The signal cannot be used to calculate dispersion in brain, which is the fundamental basis for all the equations utilized.
“As such, it cannot be used to calculate dispersion in brain, which is the fundamental basis for all the equations utilized.”
Quote in the paperSubstantial claim
- Probably not a substantial claim. 10
- It may state two separate claims as one. 23
Probably not a substantial claim.
Study design and conductnone givenMiao et al. give no justification for the mathematical form of Eq. 8.
“Miao et al.7 give no justification for the mathematical form of Eq. 8”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section, “Protocol for measuring brain clearance” (page unavailable), gives a rationale for Eq. 8: it uses the dye-spread equation, cites experimental verification, and adds a factor to account for dye loss through clearance. It does not explain why that particular clearance factor was chosen, but the unqualified claim that it gives no justification for Eq. 8’s form is contrary to the passage. (LLM, conf=0.78)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
Probably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
InterpretationreasoningMiao et al.'s design is fundamentally uninformative.
“Its design is fundamentally uninformative”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main section says the dye-based approach can accurately quantify brain clearance and reports results from it. That is contrary to the attributed claim that the study’s design is fundamentally uninformative. Page numbers were not available in our copy. (LLM, conf=0.85)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
It may state two separate claims as one.
PremisecitationMiao et al. measure dye displacement between caudate-putamen and an optical probe placed in the prefrontal cortex, defining clearance as redistribution of the tracer within brain.
“Miao et al.7 instead measure dye displacement between caudate-putamen and an optical probe placed in the prefrontal cortex, thus defining clearance as redistribution of the tracer within brain.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main and Methods sections confirm that dye was injected into the caudate putamen and fluorescence was recorded through an optical fiber in the frontal cortex. But the Methods distinguish dye spreading within the brain from clearance, which they model as loss of dye; the source does not define clearance as redistribution. (LLM, conf=0.88)
Experimental — accuracy not yet measured
It may state two separate claims as one.
PremisecitationPENTO induces an anesthetic plane for 10-300 minutes, KET-XYL for 30-45 minutes, and DEX (with KET) for 20-30 minutes.
“PENTO induces an anesthetic plane for 10–300 minutes, KET-XYL for 30–45 minutes, and DEX (with KET) for 20–30 minutes”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [10] Oh, S. S. & Narver, H. L. Mouse and rat anesthesia and analgesia. Curr. Protoc. 4, e995 (2024). source
The Commentary’s Critical Parameters section says several injectable regimens provide 30–45 minutes of anesthesia, but it does not assign that range to ketamine–xylazine. The Injectable Anesthesia section gives a general 20–30-minute duration for mice and rats, not specifically for dexmedetomidine with ketamine. The passages found do not substantiate the claimed 10–300-minute range for pentobarbital. (LLM, conf=0.76)
Experimental — accuracy not yet measured
It may state two separate claims as one.
Study design and conductown dataMiao et al. fail to validate the injected tracer volumes, thus not capturing the difference in injected volume between awake and sleeping/anesthetized mice.
“Miao et al.7 fails to validate the injected tracer volumes, thus does not capture this difference.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section, ‘Protocol for measuring brain clearance’ (page unavailable), specifies a nominal tracer injection of 0.5 µl over 10 minutes. Our copy does not report a comparison of actual injected volumes across awake, sleeping, and anesthetized mice, or address whether a difference went uncaptured. The stated volume alone does not establish the citing authors’ critique. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Probably not a substantial claim. It may state two separate claims as one.
Study design and conductcitationThe single bolus anesthesia at start is not mentioned in the legend, or the result and methods sections of Miao et al.
“which is not mentioned in the legend, or the result and methods sections.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods sections ‘Anesthesia’ and ‘Protocol for measuring brain clearance’ describe anesthetic injections, and the Results and Fig. 2 legend also mention them. The passages do not explicitly say that anesthesia was given as a single bolus at the start, so the claim holds only for that specific timing and dosing detail—not for anesthetic administration generally. (LLM, conf=0.83)
Experimental — accuracy not yet measured
It may state two separate claims as one.
InterpretationreasoningMiao et al. define 'clearance' as an unspecified mechanism that is neither diffusion nor advection, contradicting accepted definitions.
“They define this mechanism as “clearance”, contradicting accepted definitions”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods (‘Protocol for measuring brain clearance’; page unavailable) define clearance operationally as dye loss relative to a diffusion-only model. The Main section says the mechanisms of brain clearance remain unresolved, but it does not establish that clearance is neither diffusion nor advection, or say that its definition contradicts accepted definitions. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim. It may state two separate claims as one.
PremisecitationIn Figure 2 of Miao et al., a fiberoptic detects tracer at a distant pinhole, while Figure 3 measures tracer content in fixated brains at 3- or 5-hours post-injection only, missing earlier timepoints.
“In Figure 2 of Miao et al.7, a fiberoptic detects tracer at a distant pinhole, while Figure 3 measures tracer content in fixated brains at 3- or 5-hours post-injection only, missing earlier timepoints.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section on measuring brain clearance describes an optical-fiber recording in the cortex, distant from the CPu tracer injection, for the Figure 2 experiments. The Figure 3 caption reports measurements only at 3 and 5 hours, so it does not include earlier timepoints. However, the caption and Histology methods say the brains were frozen and cryosectioned, not fixed. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim.
Study design and conductreasoningFigure design and labels in Miao et al. are misleading.
“and figure design and labels are misleading.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Fig. 3 caption (Main; page unavailable) describes the plotted measurements, colors, and labels, but does not assess whether the figure design or labels are misleading. A search of our copy for that criticism and related terms found no passage addressing it. (LLM, conf=0.74)
Experimental — accuracy not yet measured
It may state two separate claims as one.
PremisecitationRebound sleep differs from normal sleep and requires several days for complete recovery.
“rebound sleep differs from normal sleep and requires several days for complete recovery12.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [12] Reichenberger, D. A. et al. Recovery sleep after sleep restriction is insufficient to return elevated daytime heart rate and systolic blood pressure to baseline levels. Psychosom. Med. 85, 744–751 (2023). source
The Discussion (page unavailable) reports that heart rate and systolic blood pressure had not returned to baseline after two recovery nights and suggests that longer sleep or more recovery nights may be needed. It does not establish how many days complete recovery requires or show that rebound sleep itself differs from normal sleep. (LLM, conf=0.88)
Experimental — accuracy not yet measured
It may state two separate claims as one.
PremisecitationUnconjugated Alexa Fluor crosses the blood-brain barrier (BBB), invalidating its use for studying parenchymal diffusion.
“Unconjugated Alexa Fluor crosses the blood–brain barrier (BBB), invalidating its use for studying parenchymal diffusion14.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [14] Kutuzov, N., Flyvbjerg, H. & Lauritzen, M. Contributions of the glycocalyx, endothelium, and extravascular compartment to the blood–brain barrier. Proc. Natl Acad. Sci. USA 115, E9429–E9438 (2018). source
The Materials section identifies AF 488 as a dye injected intravenously, and Permeability of the Vascular Endothelium reports that AF crossed the endothelium. The Discussion says fluorescence from multiple blood vessels prevented the authors from analyzing parenchymal diffusion with their approach. It does not say that BBB crossing invalidates Alexa Fluor for studying parenchymal diffusion generally; it also describes dye injection through a pipette as a way to estimate it. Our copy provides no page numbers for these passages. (LLM, conf=0.86)
Experimental — accuracy not yet measured
It may state two separate claims as one.
InterpretationcitationMiao et al. replace the infusion cannula with a dummy post-injection, which relieves pressure and likely allows tracer to escape.
“The authors also replace the infusion cannula with a dummy post-injection, which relieves pressure and likely allows tracer to escape.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods section, ‘Protocol for measuring brain clearance’ (page unavailable), says the cannula was capped after dye injection. It does not say the infusion cannula was replaced with a dummy, or that capping relieved pressure or allowed tracer to escape. (LLM, conf=0.82)
Experimental — accuracy not yet measured
It may state two separate claims as one.
Premiseown dataOur published data restricted the studies of glymphatic influx and clearance to deeply anesthetized mice and can therefore not be compared to the data of Miao et al.
“our published data restricted the studies of glymphatic influx and clearance to deeply anesthetized mice and can therefore not be compared to the data of Miao et al.7.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
It may state two separate claims as one.
InterpretationreasoningThe injury induced by large volume injection in Figure 1 in Miao et al. likely varies between awake and anesthetized mice, as anesthetics are potent neuroprotective agents.
“The injury induced by large volume injection in Figure 1 in Miao et al.7 likely varies between awake and anesthetized mice, as anesthetics are potent neuroprotective agents.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
Figure 1 (Main; page unavailable) describes dye injection and measurements in mice, and the Methods describe the injection protocol. Our copy does not report injection-induced injury, compare such injury between awake and anesthetized mice, or describe anesthetics as neuroprotective; searches for injury, tissue damage, and neuroprotection found no passage addressing those points. (LLM, conf=0.76)
Experimental — accuracy not yet measured
- Rests on an assumption: Anesthetics are potent neuroprotective agents.
It may state two separate claims as one.
PremisecitationVolumetric analysis shows that caudate-putamen averages 20.5 ± 0.5μL in mice, with the extracellular space composing 3.1 μL.
“Volumetric analysis shows that caudate–putamen averages 20.5 ± 0.5μL in mice15, with the extracellular space composing 3.1 μL.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [15] Qvist, P. et al. Brain volumetric alterations accompanied with loss of striatal medium-sized spiny neurons and cortical parvalbumin expressing interneurons in Brd1+/− mice. Sci. Rep. 8, 16486 (2018). source
It may state two separate claims as one.
PremisereasoningMiao et al. inject 10 μL in Figure 1 (FRAP experiments), nearly half the regional volume and 3-fold larger than the extracellular space.
“Miao et al.7 inject 10 μL in Figure 1 (FRAP experiments), nearly half the regional volume and 3-fold larger than the extracellular space.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Methods (In vivo photobleaching protocol; page unavailable) specify an injection of 0.1 μl per minute for 100 minutes for the Figure 1 photobleaching experiments, which totals 10 μl. Our copy does not give a regional volume or establish that this amount is nearly half that volume or three times the extracellular-space volume. (LLM, conf=0.88)
Experimental — accuracy not yet measured
It may state two separate claims as one.
Study design and conductcitationMiao et al. does not report exact ZT and has significantly less datapoints at night.
“Miao et al.7 does not report exact ZT and has significantly less datapoints at night.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Miao et al. [7] Miao, A. et al. Brain clearance is reduced during sleep and anesthesia. Nat. Neurosci. 27, 1046–1050 (2024). source
The Main figure legend (page unavailable) says diffusion coefficients are plotted against zeitgeber time, but the text in our copy does not show whether exact ZT values are reported. The Methods describe a 12-hour light–dark cycle, while neither those passages nor the searched passages give day-versus-night datapoint counts or a test of their difference. (LLM, conf=0.72)
Experimental — accuracy not yet measured
It may state two separate claims as one.
Findingown dataTwo-sided t-tests on diffusion coefficients at timepoints 12 hours apart show no significant difference between early day and night or midday and midnight (ZT0-4 vs. ZT12-16: t(24) = 0.2382, p = 0.8137; ZT4-8 vs. ZT16-20: t(20) = 1.281, p= 0.2148).
“Comparing early day and night or midday and midnight was not significant (ZT0–4 vs. ZT12–16: t(24) = 0.2382, p = 0.8137; ZT4–8 vs. ZT16–20: t(20) = 1.281, p= 0.2148).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
InterpretationreasoningDefining clearance as redistribution of tracer within brain is fundamentally flawed because waste must be flushed out of the brain to be cleared.
“This is fundamentally flawed. Moving garbage around your home will not eliminate your waste problem. Waste must be flushed out of the brain to be cleared.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
InterpretationreasoningSince the modeled flow is impossible and differs significantly from the experimental one, fitting Eq. 6 will not quantify transport parameters.
“Since the modeled flow is impossible and differs significantly from the experimental one, fitting Eq. 6 will not quantify transport parameters.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
InterpretationreasoningThis leads to the wrong conclusion of greater clearance when, in reality, less tracer was injected in the awake group.
“This leads to the wrong conclusion of greater clearance when, in reality, less tracer was injected in the awake group.”
Quote in the paperSubstantial claimProbably not a substantial claim.
Interpretationnone givenEq. 8 attempts to model advective transport as a reaction term.
“which attempts to model advective transport as a reaction term.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
InterpretationreasoningEq. 6 presumes a flow emanating radially from the origin, which is physically impossible because it fails to conserve fluid mass.
“Eq. 6 presumes a flow emanating radially from the origin, which is physically impossible because it fails to conserve fluid mass.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
InterpretationcitationEq. 8 is not a solution of a diffusion or advection-diffusion equation and is at odds with centuries of established physics.
“which is not a solution of a diffusion or advection–diffusion equation and is at odds with centuries of established physics9.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Bennett, T. D. Transport by advection and diffusion: momentum, heat, and mass transfer (Wiley, 2013).
Probably not a substantial claim. The paper may give no reason why it holds.
Premisenone givenFor time series analysis of individual mice the appropriate parametric test is a Cosinor Analysis (a modified general linear model).
“For time series analysis of individual mice the appropriate parametric test is a Cosinor Analysis (a modified general linear model).”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningSuch extreme fluid volumes will impose mechanical and osmotic stress, which will have brain-wide impacts and alter neural activity.
“Such extreme fluid volumes will impose mechanical and osmotic stress, which will have brain-wide impacts and alter neural activity.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
Study design and conductnone givenThe over-scaled y-axis in Figure 1de downplays data variability.
“The over-scaled y-axis in Figure 1de downplays data variability.”
Quote in the paperNot a substantial claimProbably not a substantial claim. It may be too vague to check against evidence.
PremisereasoningAppropriate non-parametric tests would also need ZT reported.
“Appropriate non-parametric tests would also need ZT reported.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
Premisenone givenCosinor Analysis requires exact ZT and equal sample sizes.
“This requires exact ZT and equal sample sizes.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningThis omission is critical, as their design involves repeated large-volume tracer injections and 30 seconds of UV exposure to the cortex, likely inducing immune responses and artifacts.
“This omission is critical, as their design involves repeated large-volume tracer injections and 30 seconds of UV exposure to the cortex, likely inducing immune responses and artifacts.”
Quote in the paperSubstantial claim- Rests on an assumption: Repeated large-volume tracer injections and 30 seconds of UV exposure to the cortex likely induce immune responses and artifacts.
The paper relies on this without support.
Anesthetics are potent neuroprotective agents.
“as anesthetics are potent neuroprotective agents.”
The paper relies on this without support.
Repeated large-volume tracer injections and 30 seconds of UV exposure to the cortex likely induce immune responses and artifacts.
“their design involves repeated large-volume tracer injections and 30 seconds of UV exposure to the cortex, likely inducing immune responses and artifacts.”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- ConsistentF(5, 62) = 1.361reported p = .2513 · recomputed p = .251
“F (5, 62) = 1.361, p = .2513”
- Consistentt(24) = 0.2382reported p = .8137 · recomputed p = .814
“t(24) = 0.2382, p = .8137”
- Consistentt(20) = 1.281reported p = .2148 · recomputed p = .215
“t(20) = 1.281, p = .2148”
- Consistentt(18) = 2.197reported p = .0413 · recomputed p = .041
“t(18) = 2.197, p = .0413”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
PENTO duration conflicts with the claimed time outside anesthesia
MajorThe stated PENTO range extends to 300 minutes (5 hours). At that duration, mice could be anesthetized for 5 of the 12 hours, rather than only 1 hour as the claim that they were not anesthetized for 11 hours implies.
“PENTO induces an anesthetic plane for 10–300 minutes”
“NOT anesthetizied for 92% (11 of 12 hours) of the experiments10.”
Citations
Cites
Sleep Drives Metabolite Clearance from the Adult Brain
Xie, L., Kang, H., Xu, Q., Chen, M. J., Liao, Y., Thiyagarajan, M., O’Donnell, J., Christensen, D. J., Nicholson, C., Iliff, J. J., et al. (2013) · Science · doi:10.1126/science.1241224 · Cited by 5,411
Self-citationAmyloid-β Dynamics Are Regulated by Orexin and the Sleep-Wake Cycle
Kang, J.-E., Lim, M. M., Bateman, R. J., Lee, J. J., Smyth, L. P., Cirrito, J. R., Fujiki, N., Nishino, S., & Holtzman, D. M. (2009) · Science · doi:10.1126/science.1180962 · Cited by 1,565
Coupled electrophysiological, hemodynamic, and cerebrospinal fluid oscillations in human sleep
Fultz, N. E., Bonmassar, G., Setsompop, K., Stickgold, R. A., Rosen, B. R., Polimeni, J. R., & Lewis, L. D. (2019) · Science · doi:10.1126/science.aax5440 · Cited by 1,197
β-Amyloid accumulation in the human brain after one night of sleep deprivation
Shokri-Kojori, E., Wang, G.-J., Wiers, C. E., Demiral, S. B., Guo, M., Kim, S. W., Lindgren, E., Ramirez, V., Zehra, A., Freeman, C., et al. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1721694115 · Cited by 893
The sleep-wake cycle regulates brain interstitial fluid tau in mice and CSF tau in humans
Holth, J. K., Fritschi, S. K., Wang, C., Pedersen, N. P., Cirrito, J. R., Mahan, T. E., Finn, M. B., Manis, M., Geerling, J. C., Fuller, P. M., et al. (2019) · Science · doi:10.1126/science.aav2546 · Cited by 813
Sleep deprivation impairs molecular clearance from the human brain
Eide, P. K., Vinje, V., Pripp, A. H., Mardal, K.-A., & Ringstad, G. (2021) · Brain · doi:10.1093/brain/awaa443 · Cited by 403
Kutuzov, N., Flyvbjerg, H., & Lauritzen, M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1802155115 · Cited by 250
Brain clearance is reduced during sleep and anesthesia
Miao, A., Luo, T., Hsieh, B., Edge, C. J., Gridley, M., Wong, R. T. C., Constandinou, T. G., Wisden, W., & Franks, N. P. (2024) · Nature Neuroscience · doi:10.1038/s41593-024-01638-y · Cited by 172
Mouse and Rat Anesthesia and Analgesia
Oh, S. S., & Narver, H. L. (2024) · Current Protocols · doi:10.1002/cpz1.995 · Cited by 139
A real-time in vivo clearance assay for quantification of glymphatic efflux
Plá, V., Bork, P., Harnpramukkul, A., Olveda, G., Ladrón-de-Guevara, A., Giannetto, M. J., Hussain, R., Wang, W., Kelley, D. H., Hablitz, L. M., et al. (2022) · Cell Reports · doi:10.1016/j.celrep.2022.111320 · Cited by 64
Self-citationGlymphatic clearance is enhanced during sleep
Kroesbergen, E., Riesselmann, L. V., Gomolka, R. S., Plá, V., Esmail, T., Stenmo, V. H., Kovács, E. R., Nielsen, E. S., Goldman, S. A., Nedergaard, M., et al. (2024) · doi:10.1101/2024.08.24.609514 · Cited by 32
Self-citationQvist, P., Eskildsen, S. F., Hansen, B., Baragji, M., Ringgaard, S., Roovers, J., Paternoster, V., Molgaard, S., Corydon, T. J., Stødkilde-Jørgensen, H., et al. (2018) · Scientific Reports · doi:10.1038/s41598-018-34729-5 · Cited by 23
Chen, K., Gupta, R., Martín‐Ávila, A., Cui, M., Xie, Z., & Yang, G. (2024) · Alzheimer's & Dementia · doi:10.1002/alz.13464 · Cited by 19
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Flagged first, then by citations
Research works printed but not linked: 1
- Bennett, T. D. Transport by advection and diffusion: momentum, heat, and mass transfer (Wiley, 2013).
Cited by
Sorted by citations
Glymphatic dysfunction in Alzheimer’s disease: A critical appraisal
Keil, S. A., Jansson, D., Braun, M., & Iliff, J. J. (2025) · Science · doi:10.1126/science.adv8269 · Cited by 97
Taoka, T., Ito, R., Nakamichi, R., Nakane, T., & Naganawa, S. (2026) · Japanese Journal of Radiology · doi:10.1007/s11604-026-02035-0 · Cited by 22
Hollis, H. C., Sharma, A., Sheehan, P. W., Maggi, L. B., Weber, J. D., Hammarlund, J. A., Bennett, D. A., Menon, V., Musiek, E. S., & Anafi, R. C. (2025) · Neuron · doi:10.1016/j.neuron.2025.07.010 · Cited by 22
Hacking the functions of sleep: noninvasive approaches to stimulate sleep neurophysiology
Krugliakova, E., Breuer, F., Adelhöfer, N., Alonso, A., Besedovsky, L., Murphy, K. R., Peters, E., Raczek, K., Rasch, B., Salvesen, L., et al. (2025) · Physiological Reviews · doi:10.1152/physrev.00007.2025 · Cited by 17
Is glymphatic clearance the secret to restorative sleep?
Hauglund, N. L., & Nedergaard, M. (2025) · Brain · doi:10.1093/brain/awaf453 · Cited by 15
Self-citationThe how and why of sleep: Motor theory and catecholamine hypothesis
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Reply to: A curious concept of CNS clearance
Franks, N. P., & Wisden, W. (2025) · Nature Neuroscience · doi:10.1038/s41593-025-01898-2 · Cited by 6
Lu, Q., Gu, H., Jiang, Z., Yang, Q., Hu, W., & He, C. (2026) · SLEEP · doi:10.1093/sleep/zsag016 · Cited by 2
How ‘brain cleaning’ while we sleep may lower our risk of dementia
Chapman, J. L., Hoyos, C. M., & Phillips, C. L. (2025) · The Conversation · doi:10.64628/aa.te4wv57xn
Antila, H., Jalonen, S. C., Persson, N. D. Å., Peltoniemi, M., Lohela, T. J., & Lilius, T. O. (2026) · Neuropharmacology · doi:10.1016/j.neuropharm.2026.110828
Yao, Q., Han, X., Cui, T., Li, D., Shan, A., Wang, X. G., Li, S., Luan, H., Zhu, Y., Wen, B., et al. (2026) · Journal of Neurology · doi:10.1007/s00415-026-13997-6
Quantitative Modelling of Amyloid-β Dynamics in Brain, CSF, and Plasma During Sleep and WakefulnessPreprint
Sangeet, S., Phillips, C. L., Hoyos, C. M., D'Rozario, A. L., Lucey, B. P., & Postnova, S. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.09.07.749991
Rawson, G., Howard, M. E., Pase, M. P., & Jackson, M. L. (2026) · Sleep Medicine · doi:10.1016/j.sleep.2026.109307
Al‐Diwani, A., Mattioli, I., Provine, N. M., Phillips, E., Sheerin, F., Chandrasekharan, D. P., Sella, D. M., Handel, A. E., Harrison, P. J., Mesquita, S. D., et al. (2026) · Biological Psychiatry Global Open Science · doi:10.1016/j.bpsgos.2026.100863
Metadata
- Authors
- Plá, V., Kroesbergen, E., Deng, S., Giannetto, M. J., Hablitz, L. M., Newbold, E., Ladrón-de-Guevara, A., Esmail, T., Gomolka, R. S., Mori, Y., Goldman, S. A., Kelley, D. H., Thomas, J. H., & Nedergaard, M.
- Affiliations
- University of Copenhagen (DK)
- University of Rochester Medicine (US)
- University of Rochester (US)
- Corresponding author
- Nedergaard, Maiken
- ORCID
- Venue
- Nature Neuroscience
- Published
- 2025-03-11
- Volume
- 28
- Issue
- 4
- Pages
- 731-733
- ISSN
- 1097-6256 (ISSN-L)
- 1546-1726
- PMC
- PMC12340669
- OpenAlex
- W4408341152
- Semantic Scholar
- bb847dd41172f0c4a31df34ac276b533952cb13d
- Cited by
- 15
- References
- 14
- Citations by year
- 2026: 8 · 2025: 7
- FWCI
- 8.05
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- Locations
- Nature Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Neurological Disorders and Stroke (R01NS110776, U19NS128613)
- National Center for Complementary and Integrative Health (R01AT012312, R01AT011439)
- Topics
- Health Sciences › Medicine › Clinical Neurology › Cerebrospinal fluid and hydrocephalus
- Life Sciences › Neuroscience › Cognitive Neuroscience › Sleep and Wakefulness Research
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Alzheimer's disease research and treatments
- Keywords
- glymphatic system, sleep, brain interstitial fluid, cerebrospinal fluid, amyloid-beta, tau protein, sleep deprivation, anesthesia, advection-diffusion, brain waste clearance, Alzheimer's disease, tau hyperphosphorylation, sleep-wake cycle, orexin, neural oscillations, remote memory retrieval
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-11-07, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-11-07 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Cited sources are checked with a language model’s help (gpt-6-sol).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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