Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges
Abstract
Accurate thermal conductivity values are essential for the successful modeling, design, and thermal management of microelectromechanical systems (MEMS) and devices. However, the experimental technique best suited to measure the thermal conductivity of these systems, as well as the thermal conductivity itself, varies with the device materials, fabrication processes, geometry, and operating conditions. In this study, the thermal conductivities of boron doped single-crystal silicon microbridges fabricated using silicon-on-insulator (SOI) wafers are measured over the temperature range from 80 to 350 K. The microbridges are 4.6 mm long, 125 μm tall, and either 50 or 85 μm wide. Measurements on the 85 μm wide microbridges are made using both steady-state electrical resistance thermometry (SSERT) and optical time-domain thermoreflectance (TDTR). A thermal conductivity of 77 Wm−1 K−1 is measured for both microbridge widths at room temperature, where the results of both experimental techniques agree. However, increasing discrepancies between the thermal conductivities measured by each technique are found with decreasing temperatures below 300 K. The reduction in thermal conductivity measured by TDTR is primarily attributed to a ballistic thermal resistance contributed by phonons with mean free paths larger than the TDTR pump beam diameter. Boltzmann transport equation (BTE) modeling under the relaxation time approximation (RTA) is used to investigate the discrepancies and emphasizes the role of different interaction volumes in explaining the underprediction of TDTR measurements.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper compares steady-state electrical resistance thermometry (SSERT) and optical time-domain thermoreflectance (TDTR) for measuring thermal conductivity of boron-doped single-crystal silicon microbridges from 80 to 350 K. Both techniques agree near room temperature at 77 W m⁻¹ K⁻¹, but TDTR underreports below 300 K, primarily due to ballistic thermal resistance from phonons with mean free paths larger than the TDTR pump beam diameter.
Key findings
- At room temperature, a thermal conductivity of 77 W m⁻¹ K⁻¹ is measured for both 50 and 85 µm wide microbridges, with SSERT and TDTR agreeing.
- Discrepancies between SSERT and TDTR increase with decreasing temperature below 300 K; TDTR measures lower thermal conductivity.
- The reduction is primarily attributed to ballistic thermal resistance from phonons with mean free paths larger than the TDTR pump beam diameter (24 µm), not to near-surface dopant effects alone.
- BTE modeling under the relaxation time approximation, excluding phonons with mean free paths >24 µm, trends closely with the TDTR data; near-surface dopant concentrations up to 5.4 × 10¹⁹ cm⁻³ cannot explain the large reduction.
Methods
- Boron-doped single-crystal silicon microbridges fabricated from SOI wafers: 4.6 mm long, 125 µm tall, and either 50 or 85 µm wide; dopant concentration 3.8 × 10¹⁹ cm⁻³, with 5.4 × 10¹⁹ cm⁻³ within the first 50 nm from the surface tapering over the next 100 nm. SSERT tested dies 1–4; TDTR tested die 5 (85 µm wide).
- SSERT used four-point probe measurements in a cryostat with a 1D heat diffusion model and corrected temperatures via method 1; TDTR used an 88 nm Al transducer, pump/probe beam radii of ~12 µm, 11 MHz modulation, and an axially symmetric layered thermal model over 80–350 K.
- Thermal conductivity was modeled using the Boltzmann transport equation under the relaxation time approximation with an exact dispersion relation along [100], an isotropic Brillouin zone, and Matthiessen’s rule combining phonon-phonon, boundary, impurity, strain, and free hole-phonon scattering; the impurity scattering coefficient was fit from SSERT high-temperature data.
Limitations
- Stated: SSERT uncertainty is dominated by corrected temperatures, which are as large as 10% near room temperature; TDTR uncertainty arises from spot size, Al film thickness, and standard deviation of repeated measurements. The near-surface dopant concentration is treated as an upper bound.
- Evident: TDTR measurements were made only on 85 µm wide microbridges (Table 1), so no TDTR comparison exists for the 50 µm width. The BTE model assumes an isotropic Brillouin zone and uses literature parameters for a similarly doped sample (1 × 10¹⁹ cm⁻³), with the impurity scattering coefficient fit to SSERT data.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
7 of 30 cited sources checked · 5 supported · 0 flagged · accuracy not yet measured
- Premisecitation§ 8 Ballistic Thermal Resistance · p. 5
The thermal conductivity reductions reported by Minnich et al. for comparable pump diameters in natural silicon agree in trend over the reported temperature range with the calculated reduction.
“Furthermore, the thermal conductivity reductions reported by Minnich et al. [39] for comparable pump diameters in natural silicon agree in trend over the reported temperature range, as shown in Fig. 7.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [39] 2011, Thermal Conductivity Spectroscopy Technique to Measure Phonon Mean Free Paths, Phys. Rev. Lett. source
- Interpretationreasoning§ 8 Ballistic Thermal Resistance · p. 5
The ballistic thermal resistance effects found in TDTR measurements in both this and previous works can contribute over a wide temperature range extending from cryogenic up to even room temperatures.
“These findings are consistent with the conclusion that the ballistic thermal resistance effects found in TDTR measurements in both this and previous [39] works can contribute over a wide temperature range extending from cryogenic up to even room temperatures.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [39] 2011, Thermal Conductivity Spectroscopy Technique to Measure Phonon Mean Free Paths, Phys. Rev. Lett. source
The paper’s TTR measurements section (page not specified in our copy) reports ballistic thermal resistance in silicon as temperature falls below about 200 K. It also says the measurements are independent of beam diameter and agree with literature values at room temperature. Thus it supports the cryogenic effect, but not the claim that the effects found in this work extend to room temperature. (LLM, conf=0.89)
Experimental — accuracy not yet measured
- Findingreasoning§ 5 Thermal Conductivity Results · p. 3
The thermal conductivity of both 50 and 85 μm wide microbridges is significantly reduced below that of bulk, high-purity, undoped, single-crystal silicon.
“The thermal conductivity is reduced significantly below that of the bulk reference silicon in the case of both microbridge widths”
Quote in the paperSubstantial claim - Findingown data§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1
Increasing discrepancies between the thermal conductivities measured by SSERT and TDTR are found with decreasing temperatures below 300 K.
“However, increasing discrepancies between the thermal conductivities measured by each technique are found with decreasing temperatures below 300 K.”
Quote in the paperSubstantial claim - Findingnone given§ 5 Thermal Conductivity Results · p. 4
The thermal conductivities of the 50 and 85 μm wide microbridges measured by SSERT are comparable from 80 to 350 K.
“The thermal conductivity of the 50 and 85 l mwide microbridges measured by SSERT are comparable from 80 to 350 K.”
Quote in the paperSubstantial claim
- Findingown data§ 6 Thermal Conductivity Modeling · p. 5
The lowest measured dopant concentration in these samples is 3.8e19 cm-3.
“noting that the lowest measured dopant concentration in these samples (3.8 -10 19 cm 3 ) is greater than the metallic transition threshold (Si:B 4 -10 18 cm 3 [49])”
Quote in the paperSubstantial claim - Findingown data§ 6 Thermal Conductivity Modeling · p. 5
The BTE calculated thermal conductivity for the 85 μm microbridge using the background dopant concentration (n=3.8e19 cm-3) as measured by SIMS agrees with the SSERT measurements.
“The BTE calculated thermal conductivity for the 85 l m microbridge is shown in Fig. 6 using the background dopant concentration ( n ¼ 3.8 -10 19 cm 3 ) as measured by SIMS and agrees with the SSERT measurements.”
Quote in the paperSubstantial claim - Findingown data§ 8 Ballistic Thermal Resistance · p. 5
The calculated reduction in thermal conductivity, excluding phonons with MFPs larger than 24 μm, trends closely with the TDTR data.
“The calculated reduction in thermal conductivity plotted in Fig. 7 trends closely with the TDTR data.”
Quote in the paperSubstantial claim - Findingcitation§ 6 Thermal Conductivity Modeling · p. 5
The lowest measured dopant concentration in these samples (3.8e19 cm-3) is greater than the metallic transition threshold for Si:B (4e18 cm-3).
“noting that the lowest measured dopant concentration in these samples (3.8 -10 19 cm 3 ) is greater than the metallic transition threshold (Si:B 4 -10 18 cm 3 [49])”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [49] 1991, Critical Conductivity Exponent for Si:B, Phys. Rev. Lett. source
- Findingnone given§ 9 Conclusion · p. 6
Thermal conductivity measurements by SSERT and TDTR agree near room temperature.
“While thermal conductivity measurements by SSERT and TDTR agree near room temperature, discrepancies at lower temperatures are found to be the result of differences in the interaction volume probed by each technique.”
Quote in the paperSubstantial claim - Findingreasoning§ 9 Conclusion · p. 6
The reported thermal conductivity values are below those of bulk undoped single-crystal silicon.
“The reported thermal conductivity values are below those of bulk undoped single-crystal silicon and attributed to the large (degenerate) doping of the microbridges.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 1-D Thermal Model · p. 3
The increase in average and maximum temperature with nominal cryostat temperature is attributed to decreasing thermal conductivity with increasing temperature, which restricts conduction of thermal energy out of the microbridge structures.
“This is attributed to a decreasing thermal conductivity with increasing temperature, which restricts the conduction of thermal energy out of the microbridge structures.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ 5 Thermal Conductivity Results · p. 4
The TDTR interaction volume is primarily the near-surface and nonuniform volume which includes a gradient in boron dopant concentration as measured by SIMS.
“However, the TDTR interaction volume defined by the beam geometries (pump and probe) and the thermal penetration depth is primarily the nearsurface and nonuniform volume which includes a gradient in boron dopant concentration as measured by SIMS.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The silicon microbridges appear as semi-infinite media to TDTR because the thermal penetration depth is more than an order of magnitude less than the microbridge film thickness.
- Interpretationreasoning§ 5 Thermal Conductivity Results · p. 3
The reduction in thermal conductivity below bulk reference silicon is attributed to the high concentration of dopant (boron) atoms and associated impurity scattering.
“which is attributed to the high concentration of dopant (boron) atoms and associated impurity scattering.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1
BTE modeling under the relaxation time approximation emphasizes the role of different interaction volumes in explaining the underprediction of TDTR measurements.
“Boltzmann transport equation (BTE) modeling under the relaxation time approximation (RTA) is used to investigate the discrepancies and emphasizes the role of different interaction volumes in explaining the underprediction of TDTR measurements.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 5 Thermal Conductivity Results · p. 4
Short-wavelength phonons may undergo greater scattering due to the higher concentration of impurity dopant atoms.
“Therefore, shortwavelength phonons may undergo greater scattering due to the higher concentration of impurity dopant atoms.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 4 Time-Domain Thermoreflectance · p. 3
TDTR measurements probe the volume localized near the surface and governed by the beam geometries and thermal penetration depth.
“Therefore, we note that our TDTR measurements probe the volume localized near the surface and governed by the beam geometries and thermal penetration depth.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The silicon microbridges appear as semi-infinite media to TDTR because the thermal penetration depth is more than an order of magnitude less than the microbridge film thickness.
- Study design and conductnone given§ 1-D Thermal Model · p. 2
The test structures required currents that induce significant Joule heating to produce an R versus I curve with sufficient curvature to fit thermal conductivity.
“However, the test structures in this study required currents which induce significant Joule heating in order to produce a R versus I curve with sufficient curvature to fit the thermal conductivity.”
Quote in the paperSubstantial claim - Interpretationown data§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1
The reduction in thermal conductivity measured by TDTR is primarily attributed to a ballistic thermal resistance contributed by phonons with mean free paths larger than the TDTR pump beam diameter.
“The reduction in thermal conductivity measured by TDTR is primarily attributed to a ballistic thermal resistance contributed by phonons with mean free paths larger than the TDTR pump beam diameter.”
Quote in the paperSubstantial claim- Rests on an assumption: At lower temperatures, the mean free path of phonons, the primary energy carrier contributing to thermal transport, increases.
- Premisecitation§ 6 Thermal Conductivity Modeling · p. 4
Asheghi and coworkers found that strong impurity scattering effects were more pronounced in bulk samples in comparison to highly boron doped thin films.
“Asheghi and coworkers [12,45] also found that these strong impurity scattering effects were more pronounced in bulk samples in comparison to highly boron doped thin films.”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationown data§ 9 Conclusion · p. 6
The discrepancy between SSERT and TDTR techniques may be explained in light of an additional ballistic thermal resistance measured via TDTR.
“By investigating the impact of near-surface variations in the dopant concentration and TDTR pump beam diameter on thermal conductivity, we show that the discrepancy between techniques may be explained in light of an additional ballistic thermal resistance measured via TDTR.”
Quote in the paperSubstantial claim - Premisecitation§ 6 Thermal Conductivity Modeling · p. 5
The effect of varying dopant concentrations is reflected in Eqs. (5)-(8) via Ed because Ed is a function of dopant concentration, Ed ∝ n^2/3.
“The effect of varying dopant concentrations is thus reflected in Eqs. (5)-(8) via E d because it is a function of dopant concentration, E d / n 2 = 3 [53].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [53] 1960
Not checked in the free run.
- Interpretationnone given§ 9 Conclusion · p. 6
Discrepancies at lower temperatures between SSERT and TDTR are the result of differences in the interaction volume probed by each technique.
“While thermal conductivity measurements by SSERT and TDTR agree near room temperature, discrepancies at lower temperatures are found to be the result of differences in the interaction volume probed by each technique.”
Quote in the paperSubstantial claim - Premisecitation§ 8 Ballistic Thermal Resistance · p. 5
Experimental measurements have recently demonstrated nondiffusive (ballistic) transport of long MFP phonons in silicon at room temperature.
“Furthermore, experimental measurements have recently demonstrated nondiffusive (ballistic) transport of long MFP phonons in silicon at room temperature [54].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [54] 2012, Direct Measurement of Room Temperature Non-Diffusive Thermal Transport Over Micron Distances in a Silicon Membrane, Phys. Rev. Lett.
Not checked in the free run.
- Interpretationnone given§ 9 Conclusion · p. 6
The ballistic thermal resistance originates from phonons with MFPs larger than the pump beam diameter.
“This ballistic thermal resistance is proposed to originate from phonons with MFPs larger than the pump beam diameter.”
Quote in the paperNot a substantial claim - Interpretationown data§ 8 Ballistic Thermal Resistance · p. 5
Ballistic thermal resistance qualitatively explains the large reduction in thermal conductivity below 200K which is not explained by the near-surface dopant gradient or differences in intrinsic scattering mechanisms, provided that both SSERT and TDTR test structures are cofabricated.
“Qualitatively, this explains the large reduction in thermal conductivity below 200K which is not explained by the near-surface dopant gradient, or differences in intrinsic scattering mechanisms provided that both SSERT and TDTR test structures are cofabricated.”
Quote in the paperSubstantial claim - Interpretationown data§ 9 Conclusion · p. 6
The reduction in thermal conductivity of the microbridges is attributed to the large (degenerate) doping of the microbridges.
“The reported thermal conductivity values are below those of bulk undoped single-crystal silicon and attributed to the large (degenerate) doping of the microbridges.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 7 Near-Surface Dopant Effects · p. 5
Dopant effects alone cannot explain the large reduction in the TDTR measured thermal conductivity, especially at lower temperatures.
“We find that the magnitude of reduction in the TDTR measurements are not explained by dopant effects alone, which were evaluated for dopant concentration up to 5.4 -10 19 cm 3 , the maximum value reported by SIMS characterization near the surface.”
- Also stated in: § 7 Near-Surface Dopant Effects · p. 5 · plain
“Therefore, we conclude that dopant effects alone cannot explain the large reduction in the TDTR measured thermal conductivity, especially at lower temperatures.”
Quote in the paperSubstantial claim - Also stated in: § 7 Near-Surface Dopant Effects · p. 5 · plain
- Premisecitation§ 6 Thermal Conductivity Modeling · p. 4
The introduction of strain and disruption of the local crystallographic arrangement due to dopant atoms contributes to scattering.
“The introduction of strain and disruption of the local crystallographic arrangement due to dopant atoms contributes to scattering of the form [12,48]”
Quote in the paperNot a substantial claim0 of 2 sources checked
- May combine two claims. 10
- Classified as probably not a substantial claim. 7
May combine two claims.
Study design and conductown data§ 5 Thermal Conductivity Results · p. 4Agreement among SSERT measurements, comparison to Raman thermometry, and continuum multiphysics modeling provides confidence in the SSERT measurements and repeatability across test structures.
“The agreement amongst SSERT measurements, along with comparison to Raman thermometry [37,38] measurements and continuum multiphysics modeling not presented here, provides confidence in the SSERT measurements and repeatability across test structures.”
Quote in the paperSubstantial claim2 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1Electrical resistance thermometry has been applied to measure the thermal conductivity of low-dimensional solids in both direct and modulated current configurations.
“Electrical resistance thermometry has been applied to measure the thermal conductivity of low dimensional solids (films, membranes, wires, and bridges) [13-15] in both direct [16-20] and modulated (1-omega, 2-omega, 3-omega) [21,22] current configurations.”
Quote in the paperNot a substantial claim2 of 10 sources checked- cites [13] 1994, Solid Layer Thermal-Conductivity Measurement Techniques, Appl. Mech. Rev. source
- cites [14] 2004, Experimental Techniques for Thin-Film Thermal Conductivity Characterization source
- cites [15] 2011, Reduced Joule Heating in Nanowires, Appl. Phys. Lett. source
The paper’s discussion on p. 1 models the temperature distribution in a nanowire under a steady current and notes implications for thermal measurements. The passages searched for resistance thermometry and omega-modulated methods do not say that either configuration was applied to measure thermal conductivity. (LLM, conf=0.76)
Experimental — accuracy not yet measured - cites [16] 1988, Thermal Conductivity of Heavily Doped Low-Pressure Chemical Vapor Deposited Polycrystalline Silicon Films, J. Appl. Phys. source
- cites [17] Reifenberg, J., Voss, R. E., Rao, P., Schmitt, W., Yang, Y., Shojaei-Zadeh, S., Liu, W., Sadeghipour, S. M., and Asheghi, M., 2003, “Thermal Conductivity Measurements of Thin Aluminum Layers Using Steady State Joule Heating and Electrical Resistance Thermometry in Suspended Bridges,” Proceedings of ASME IMECE03(42055), pp. 377–380. source
- cites [18] Yang, Y., and Asheghi, M., 2004, “A Novel Technique for In-Plane Thermal Conductivity Measurements of Electrically Conductive Interconnects and Nanostructures,” Thermal and Thermomechanical Phenomena in Electronic Systems, 2004. ITHERM’04, The Ninth Intersociety Conference on, Vol. 2, pp. 564–569. source
- cites [19] Shojaei-Zadeh, S., Zhang, S., Liu, W., Yang, Y., Sadeghipour, S., Asheghi, M., and Sverdrup, P., 2004, “Thermal Characterization of Thin Film Cu Interconnects for the Next Generation of Microelectronic Devices,” Thermal and Thermomechanical Phenomena in Electronic Systems, 2004. ITHERM'04, The Ninth Intersociety Conference on, Vol. 2, pp. 575–583. source
- cites [20] 2010, Raman Thermometry Measurements and Thermal Simulations for MEMS Bridges at Pressures From 0.05 Torr to 625 Torr, ASME J. Heat Transfer source
- cites [21] 1990, Thermal Conductivity Measurement From 30 to 750 K: the 3ω Method, Rev. Sci. Instrum. source
- cites [22] 2005, 1ω, 2ω, and 3ω Methods for Measurments of Thermal Properties, Rev. Sci. Instrum. source
May combine two claims.
Premisecitation§ 8 Ballistic Thermal Resistance · p. 5Minnich et al.'s measurements were independent of modulation frequency but showed a pump diameter dependence.
“This is consistent with the results of Minnich et al. whose measurements were independent of modulation frequency (i.e., varying thermal penetration depth), but instead showed a pump diameter dependence.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [39] 2011, Thermal Conductivity Spectroscopy Technique to Measure Phonon Mean Free Paths, Phys. Rev. Lett. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingcitation§ 4 Time-Domain Thermoreflectance · p. 3The Al film thickness was 88 nm on average, confirmed with picosecond ultrasonics.
“The thickness of the metal (Al) film was 88 nm on average, as confirmed with picosecond ultrasonics [31,32].”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ Table 1 Test structures · p. 2The device layer of the SOI wafers is p-doped (boron) at a concentration of 3.8×10^19 cm−3, measured by SIMS.
“The device layer is h 100 i silicon with a thickness of 125 6 1 l m, and is p-doped (boron) at a concentration of 3.8 -10 19 cm 3 measured by time-of-flight secondary ion mass spectrometry (SIMS).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1A thermal conductivity of 77 W m−1 K−1 is measured for both 50 and 85 μm wide microbridges at room temperature, and the SSERT and TDTR techniques agree at that temperature.
“A thermal conductivity of 77Wm 1 K 1 is measured for both microbridge widths at room temperature, where the results of both experimental techniques agree.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ Table 1 Test structures · p. 2The dopant concentration is 5.4×10^19 cm−3 within the first 50 nm from the surface, tapering off to 3.8×10^19 cm−3 over the next 100 nm.
“The dopant concentration measured by SIMS was also found to be 5.4 -10 19 cm 3 within the first 50 nm from the surface, tapering off to 3.8 -10 19 cm 3 over the next 100 nm.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingreasoning§ 5 Thermal Conductivity Results · p. 4The thermal conductivity of the 85 μm wide microbridge measured by TDTR agrees with SSERT near room temperature but diverges at lower temperatures.
“The thermal conductivity of the 85 l m wide microbridge measured by TDTR agrees with SSERT near room temperature, but diverges at lower temperatures.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingreasoning§ Table 1 Test structures · p. 2The microbridge widths are slightly tapered (+2 μm top, −2 μm bottom), attributed to high aspect ratio deep reactive-ion etching.
“Instead, the widths are slightly tapered ( þ 2 l m top, 2 l m bottom), which is attributed to the use of high aspect ratio deep reactive-ion etching.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingreasoning§ 1-D Thermal Model · p. 3For the largest applied current, both the average and maximum temperature of the test structure increase with nominal cryostat temperature.
“The departure from the nominal temperature (black line), demonstrates that both the average and maximum temperature increase with nominal cryostat temperature.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Mean Free Path Effects on the Experimentally Measured Thermal Conductivity of Single-Crystal Silicon Microbridges · p. 1The thermal conductivity of thin single-crystal silicon layers has been reported for a range of thicknesses from 20 nm to 3 μm.
“The thermal conductivity of thin single-crystal silicon layers has been reported for a range of thicknesses from 20 nm [8] to 3 l m [7,11,12].”
Quote in the paperNot a substantial claim0 of 4 sources checked- cites [8] 2004, Phonon-Boundary Scattering in Ultrathin Single-Crystal Silicon Layers, J. Appl. Phys.
Not checked in the free run.
- cites [7] 2005, Thermal Conduction in Silicon Micro- and Nanostructures, Annu. Rev. Heat Transfer source
- cites [11] 1997, Phonon-Boundary Scattering in Thin Silicon Layers, Appl. Phys. Lett. source
- cites [12] 2002, Thermal Conduction in Doped Single-Crystal Silicon Films, J. Appl. Phys. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone given§ 5 Thermal Conductivity Results · p. 4The uncertainty associated with TDTR measurements is due to several sources, including uncertainties in the spot size and Al film thickness at the point of measurement on the sample surface.
“The uncertainty associated with TDTR measurements is due to several sources, including uncertainties in the spot size and Al film thickness at the point of measurement on the sample surface.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationreasoning§ 5 Thermal Conductivity Results · p. 4Both the increased scattering of short-wavelength phonons and the escape of longer wavelength phonons would lead to lower measured thermal conductivities using TDTR.
“Both of these phenomena would lead to lower measured thermal conductivities using TDTR”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductown data§ 3 Steady-State Electrical Resistance Thermometry · p. 2A delay time of 10 s between successive current measurements was sufficient to provide adequate time to reach steady-state for a given current, confirmed by the repeatability of the R versus I curve.
“A delay time of 10 s between successive current measurements was sufficient to provide adequate time to reach steady-state for a given current, which was confirmed by the repeatability of the R versus I curve.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 6 Thermal Conductivity Modeling · p. 4Similarly large values for the impurity scattering coefficient have been routinely used to model highly (>1e19 cm-3) boron doped single-crystal silicon.
“Similarly large values for the impurity scattering coefficient have been routinely used to model highly ( > 1 -10 19 cm 3 ) boron doped single-crystal silicon [12,45].”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
Interpretationreasoning§ 9 Conclusion · p. 6The SSERT measurements best reflect the true intrinsic thermal conductivity of the structures, as these results are obtained in the limit of low frequency (dc measurements), or equivalently, an infinite spot size.
“In this study, we believe the SSERT measurements best reflect the true intrinsic thermal conductivity of the structures, as these results are obtained in the limit of low frequency (dc measurements), or equivalently, an infinite spot size.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ 8 Ballistic Thermal Resistance · p. 5Discrepancies in the thermal conductivity between the electrical and optical techniques in this study are due primarily to the ballistic thermal resistance measured via TDTR, with the near-surface dopant concentration playing a comparatively less important role with decreasing temperature.
“This suggests that discrepancies in the thermal conductivity between the electrical and optical techniques in this study are due primarily to the ballistic thermal resistance measured via TDTR, with the nearsurface dopant concentration playing a comparatively less important role with decreasing temperature.”
Quote in the paperSubstantial claim
The authors state this as an assumption.
The SSERT thermal model assumes 1D conduction along the length of the microbridge and no losses to convection or radiation.
“This model assumes 1D conduction occurs along the length of the microbridge and that there are no losses to convection or radiation.”
The authors state this as an assumption.
The silicon microbridges appear as semi-infinite media to TDTR because the thermal penetration depth is more than an order of magnitude less than the microbridge film thickness.
“the silicon microbridges appear as semi-infinite media. This assumption is based on the fact that the thermal penetration depth during TDTR heating is on the order of d ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi C = p kf ð Þ p , where C is the heat capacity of Si, k is the thermal conductivity, and d is more than an order of magnitude less than the microbridge film thickness.”
The authors state this as an assumption.
Each constituent scattering mechanism is independent and combined using Matthiessen's rule.
“Each constituent scattering mechanism is assumed to be independent and is combined using the Matthiessen's rule [44].”
The paper relies on this without support.
At lower temperatures, the mean free path of phonons, the primary energy carrier contributing to thermal transport, increases.
“We consider the fact that at lower temperatures, the mean-free-path (MFP) of phonons, the primary energy carrier contributing to thermal transport, increases.”
The authors state this as an assumption.
The free hole concentration is equal to the doping concentration, and the scattering contribution of bound holes is negligible.
“Thus, we assume that the free hole concentration is equal to the doping concentration, and neglect the scattering contribution of any bound holes.”
Cites
Ziman, J. M., & Levy, P. W. (1961) · Physics Today · doi:10.1063/1.3057244 · Cited by 3,384 · see citing works
Model for Lattice Thermal Conductivity at Low Temperatures
Callaway, J. (1959) · Physical Review · doi:10.1103/physrev.113.1046 · Cited by 3,230 · see citing works
Cahill, D. G., Ford, W. K., Goodson, K. E., Mahan, G. D., Majumdar, A., Maris, H. J., Merlin, R. D., & Phillpot, S. R. (2003) · Journal of Applied Physics · doi:10.1063/1.1524305 · Cited by 3,225 · see citing works
Thermal conductivity measurement from 30 to 750 K: the 3ω method
Cahill, D. G. (1990) · Review of Scientific Instruments · doi:10.1063/1.1141498 · Cited by 1,928 · cited 1× · see citing works
“Electrical resistance thermometry has been applied to measure the thermal conductivity of low dimensional solids (films, membranes, wires, and bridges) [13–15] in both direct [16–20] and modulated (1-omega, 2-omega, 3-omega) [21,22] current configurations.”
MethodAnalysis of heat flow in layered structures for time-domain thermoreflectance
Cahill, D. G. (2004) · Review of Scientific Instruments · doi:10.1063/1.1819431 · Cited by 1,543 · see citing works
The Scattering of Low-Frequency Lattice Waves by Static Imperfections
Klemens, P. G. (1955) · Proceedings of the Physical Society. Section A · doi:10.1088/0370-1298/68/12/303 · Cited by 1,457 · see citing works
Energy dissipation and transport in nanoscale devices
Pop, E. (2010) · Nano Research · doi:10.1007/s12274-010-1019-z · Cited by 1,269 · see citing works
Analysis of Lattice Thermal Conductivity
Holland, M. G. (1963) · Physical Review · doi:10.1103/physrev.132.2461 · Cited by 1,165 · see citing works
Thermal Conductivity of the Elements
Ho, C.-Y., Powell, R. W., & Liley, P. E. (1972) · Journal of Physical and Chemical Reference Data · doi:10.1063/1.3253100 · Cited by 912 · see citing works
Adiabatic bond charge model for the phonons in diamond, Si, Ge, and α−Sn
Weber, W. (1977) · Physical review. B, Solid state · doi:10.1103/physrevb.15.4789 · Cited by 703 · see citing works
Schmidt, A. J., Chen, X., & Chen, G. (2008) · Review of Scientific Instruments · doi:10.1063/1.3006335 · Cited by 655 · see citing works
Thermometry and Thermal Transport in Micro/Nanoscale Solid-State Devices and Structures
Cahill, D. G., Goodson, K., & Majumdar, A. (2002) · Journal of Heat Transfer · doi:10.1115/1.1454111 · Cited by 611 · see citing works
Coherent Phonon Generation and Detection by Picosecond Light Pulses
Thomsen, C., Strait, J., Vardeny, Z., Maris, H. J., Tauc, J., & Hauser, J. J. (1984) · Physical Review Letters · doi:10.1103/physrevlett.53.989 · Cited by 581 · see citing works
Thermal Conductivity Spectroscopy Technique to Measure Phonon Mean Free Paths
Minnich, A. J., Johnson, J. A., Schmidt, A. J., Esfarjani, K., Dresselhaus, M. S., Nelson, K. A., & Chen, G. (2011) · Physical Review Letters · doi:10.1103/physrevlett.107.095901 · Cited by 556 · see citing works
Transient thermoreflectance from thin metal films
Paddock, C. A., & Eesley, G. L. (1986) · Journal of Applied Physics · doi:10.1063/1.337642 · Cited by 530 · see citing works
Capinski, W. S., Maris, H. J., Ruf, T., Cardona, M., Ploog, K., & Katzer, D. S. (1999) · Physical Review B · doi:10.1103/physrevb.59.8105 · Cited by 471 · see citing works
Thermal conduction in doped single-crystal silicon films
Asheghi, M., Kurabayashi, K., Kasnavi, R., & Goodson, K. E. (2002) · Journal of Applied Physics · doi:10.1063/1.1458057 · Cited by 469 · see citing works
Johnson, J. A., Maznev, A. A., Cuffe, J., Eliason, J. K., Minnich, A. J., Kehoe, T., Torres, C. M. S., Chen, G., & Nelson, K. A. (2013) · Physical Review Letters · doi:10.1103/physrevlett.110.025901 · Cited by 421 · see citing works
Frequency dependence of the thermal conductivity of semiconductor alloys
Koh, Y. K., & Cahill, D. G. (2007) · Physical Review B · doi:10.1103/physrevb.76.075207 · Cited by 383 · see citing works
Electron Diffusion in Metals Studied by Picosecond Ultrasonics
Tas, G., & Maris, H. J. (1994) · Physical Review B · doi:10.1103/physrevb.49.15046 · Cited by 344 · see citing works
Phonon-boundary scattering in thin silicon layers
Asheghi, M., Leung, Y. K., Wong, S. S., & Goodson, K. E. (1997) · Applied Physics Letters · doi:10.1063/1.119402 · Cited by 337 · see citing works
Phonon–boundary scattering in ultrathin single-crystal silicon layers
Liu, W., & Asheghi, M. (2004) · Applied Physics Letters · doi:10.1063/1.1741039 · Cited by 290 · see citing works
Zum elektrischen Widerstandsgesetz bei tiefen Temperaturen
Bloch, F. (1930) · The European Physical Journal A · doi:10.1007/bf01341426 · Cited by 278 · see citing works
1 ω , 2 ω , and 3ω methods for measurements of thermal properties
Dames, C., & Chen, G. (2005) · Review of Scientific Instruments · doi:10.1063/1.2130718 · Cited by 275 · see citing works
Thermal failure in semiconductor devices
Dwyer, V. M., Franklin, A., & Campbell, D. S. (1990) · Solid-State Electronics · doi:10.1016/0038-1101(90)90239-b · Cited by 216 · see citing works
Koh, Y. K., Singer, S. L., Kim, W., Zide, J. M. O., Lü, H., Cahill, D. G., Majumdar, A., & Gossard, A. C. (2009) · Journal of Applied Physics · doi:10.1063/1.3078808 · Cited by 206 · see citing works
Hopkins, P. E., Serrano, J. R., Phinney, L. M., Kearney, S. P., Grasser, T. W., & Harris, C. T. (2010) · ASME Journal of Heat and Mass Transfer · doi:10.1115/1.4000993 · Cited by 192 · see citing works
Self-citationBeechem, T., Graham, S., Kearney, S. P., Phinney, L. M., & Serrano, J. R. (2007) · Review of Scientific Instruments · doi:10.1063/1.2738946 · Cited by 190 · see citing works
Self-citationXVII. The effect of free electrons on lattice conduction
Ziman, J. M. (1956) · Philosophical magazine · doi:10.1080/14786435608238092 · Cited by 184 · see citing works
Thermal conduction in ultrathin pure and doped single-crystal silicon layers at high temperatures
Liu, W., & Asheghi, M. (2005) · Journal of Applied Physics · doi:10.1063/1.2149497 · Cited by 166 · see citing works
Thermal Conduction in Silicon Micro- and Nanostructures
McConnell, A. D., & Goodson, K. E. (2005) · Annual Review of Heat Transfer · doi:10.1615/annualrevheattransfer.v14.120 · Cited by 138 · see citing works
Tai, Y. C., Mastrangelo, C. H., & Muller, R. S. (1988) · Journal of Applied Physics · doi:10.1063/1.339924 · Cited by 137 · see citing works
Quasiballistic heat transfer studied using the frequency-dependent Boltzmann transport equation
Chen, G., Minnich, A. J., Mansoor, S. B., & Yilbaş, B. S. (2011) · DSpace@MIT (Massachusetts Institute of Technology) · Cited by 129 · see citing works
The effect of free electrons on lattice conduction
Ziman, J. M. (1957) · Philosophical magazine · doi:10.1080/14786435708243818 · Cited by 110 · see citing works
Time-resolved thermal transport in compositionally modulated metal films
Clemens, B. M., Eesley, G. L., & Paddock, C. A. (1988) · Physical review. B, Condensed matter · doi:10.1103/physrevb.37.1085 · Cited by 102 · see citing works
Critical Conductivity Exponent for Si:B
Dai, P., Zhang, Y., & Sarachik, M. P. (1991) · Physical Review Letters · doi:10.1103/physrevlett.66.1914 · Cited by 100 · see citing works
Thermal conductivity of isotopically pure and Ge-doped Si epitaxial layers from 300 to 550 K
Cahill, D. G., & Watanabe, F. (2004) · Physical Review B · doi:10.1103/physrevb.70.235322 · Cited by 93 · see citing works
Ashcroft, N. W., Mermin, N. D., & Smoluchowski, R. (1977) · Physics Today · doi:10.1063/1.3037370 · Cited by 78 · see citing works
Solid Layer Thermal-Conductivity Measurement Techniques
Goodson, K. E., & Flik, M. I. (1994) · Applied Mechanics Reviews · doi:10.1115/1.3111073 · Cited by 75 · see citing works
Micro-Raman thermometry of thermal flexure actuators
Serrano, J. R., Phinney, L. M., & Kearney, S. P. (2006) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/16/7/004 · Cited by 38 · see citing works
Self-citationReduced Joule heating in nanowires
Léonard, F. (2011) · Applied Physics Letters · doi:10.1063/1.3561772 · Cited by 25 · see citing works
Experimental Techniques for Thin-Film Thermal Conductivity Characterization
Borca-Tasciuc, T., & Chen, G. (2006) · Physics of Solids and Liquids · doi:10.1007/0-387-26017-x_9 · Cited by 23 · see citing works
Phinney, L. M., Serrano, J. R., Piekos, E. S., Torczynski, J. R., Gallis, M. A., & Gorby, A. D. (2010) · Journal of Heat Transfer · doi:10.1115/1.4000965 · Cited by 16 · see citing works
Self-citationQuasiballistic heat transfer studied using the frequency-dependent Boltzmann transport equation
Minnich, A. J., Chen, G., Mansoor, S., & Yilbas, B. S. (2011) · Physical Review B · doi:10.1103/physrevb.84.235207 · Cited by 14 · see citing works
Shojaei-Zadeh, S., Zhang, S., Liu, W., Yang, Y., Sadeghipour, S. M., Asheghi, M., & Sverdrup, P. (2004) · The Ninth Intersociety Conference on Thermal and Thermomechanical Phenomena In Electronic Systems (IEEE Cat. No.04CH37543) · doi:10.1109/itherm.2004.1318336 · Cited by 12 · see citing works
Scattering of thermal phonons by Li-O donors in Si
Fortier, D., Djerassi, H., Suzuki, K., et al. (1974) · Physical review. B, Solid state · doi:10.1103/physrevb.9.4340 · Cited by 7 · see citing works
Reifenberg, J., England Voss, R., Rao, P., Schmitt, W., Yang, Y., Shojaei-Zadeh, S., Liu, W., Sadeghipour, S. M., & Asheghi, M. (2003) · Heat Transfer, Volume 1 · doi:10.1115/imece2003-42055 · Cited by 6 · see citing works
Scattering of Phonons by Carriers in the Field of Charged Impurities
Kosarev, V. V. (1971) · Journal of Experimental and Theoretical Physics · Cited by 4 · see citing works
Tai, Y. C., Mastrangelo, C. H., & Muller, R. S. (1989) · Journal of Applied Physics · doi:10.1063/1.344503 · Cited by 4
Yang, Y., & Asheghi, M. (2004) · The Ninth Intersociety Conference on Thermal and Thermomechanical Phenomena In Electronic Systems (IEEE Cat. No.04CH37543) · doi:10.1109/itherm.2004.1318334 · Cited by 3 · see citing works
Electron-phonon scattering in Li-doped silicon in the intermediate concentration region
Radhakrishnan, V., & Sharma, P. (1980) · Journal of Physics C Solid State Physics · doi:10.1088/0022-3719/13/10/020 · Cited by 3 · see citing works
Role of oxygen atoms in the phonon conductivity of Si containing 5 × 1017 oxygen atoms per cm3
Verma, G. S. (1978) · Physical review. B, Condensed matter · doi:10.1103/physrevb.18.5903 · Cited by 3 · see citing works
Liu, W., & Asheghi, M. (2005) · doi:10.1109/stherm.2005.1412186 · Cited by 3 · see citing works
Raman and Infrared Thermometry for Microsystems
Phinney, L. M., Lu, W., & Serrano, J. R. (2011) · ASME/JSME Thermal Engineering Joint Conference (AJTEC) · doi:10.1115/ajtec2011-44097 · Cited by 2 · see citing works
Self-citationPhinney, L. M., Serrano, J. R., Piekos, E. S., et al. (2009) · Volume 2: Theory and Fundamental Research; Aerospace Heat Transfer; Gas Turbine Heat Transfer; Computational Heat Transfer · doi:10.1115/ht2009-88583 · Cited by 1
Self-citationTransient thermoreflectance from thin metal films
Paddock, C. A., & Eesley, G. L. (1985) · Annual Meeting Optical Society of America · doi:10.1364/oam.1985.thv7
Thermal Conduction in Ultra-Thin Pure and Doped Single Crystal Silicon Layers at High Temperatures
Liu, W., & Asheghi, M. (2005) · Heat Transfer: Volume 4 · doi:10.1115/ht2005-72540
Flagged first, then by citations
Research works printed but not linked: 4
- 2012, Thermal Microactuators, 415
- 1970, Thermophysical Properties of Matter—Specific Heat: Nonmetallic Solids
- 1970, Thermophysical Properties of Matter—Specific Heat: Metallic Elements and Alloys
- 1976, Solid State Physics
Cited by
Sorted by citations
Survey of ab initio phonon thermal transport
Lindsay, L., Hua, C., Ruan, X., & Lee, S. (2018) · Materials Today Physics · doi:10.1016/j.mtphys.2018.11.008 · Cited by 174 · see citing works
Perspective on ab initio phonon thermal transport
Lindsay, L., Katre, A., Cepellotti, A., & Mingo, N. (2019) · Journal of Applied Physics · doi:10.1063/1.5108651 · Cited by 119 · see citing works
Invited Review Article: Error and uncertainty in Raman thermal conductivity measurements
Beechem, T. E., Yates, L., & Graham, S. L. (2015) · Review of Scientific Instruments · doi:10.1063/1.4918623 · Cited by 74 · see citing works
Gorham, C. S., Hattar, K., Cheaito, R., Duda, J. C., Gaskins, J. T., Beechem, T. E., Ihlefeld, J. F., Biedermann, L. B., Piekos, E. S., Medlin, D. L., et al. (2014) · Physical Review B · doi:10.1103/physrevb.90.024301 · Cited by 70 · see citing works
Self-citationBulk-like Intrinsic Phonon Thermal Conductivity of Micrometer-Thick AlN Films
Koh, Y. R., Cheng, Z., Mamun, A., Hoque, M. S. B., Liu, Z., Bai, T., Hussain, K., Liao, M. E., Li, R., Gaskins, J. T., et al. (2020) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.0c03978 · Cited by 56 · see citing works
Self-citationGeneralized Fourier's law for nondiffusive thermal transport: Theory and experiment
Hua, C., Lindsay, L., Chen, X., & Minnich, A. J. (2019) · Physical review. B./Physical review. B · doi:10.1103/physrevb.100.085203 · Cited by 49 · see citing works
Review of semiconductor devices and other power electronics components at cryogenic temperature
Liao, Y., Elwakeel, A., Xiao, Y., et al. (2024) · iEnergy · doi:10.23919/ien.2024.0014 · Cited by 26 · see citing works
Fracture strength characterization for 25 micron and 125 micron thick SOI-MEMS structures
Buchheit, T. E., & Phinney, L. M. (2015) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/25/7/075018 · Cited by 5 · see citing works
Self-citationHeat transfer coefficient measurements in the thermal boundary layer of microchannel heat sinks
Mehrvand, M., & Putnam, S. A. (2016) · I-THERM :/I-THERM - Intersociety Conference on Thermal Phenomena in Electronic Systems · doi:10.1109/itherm.2016.7517588 · Cited by 4 · see citing works
An electrical probe of the phonon mean-free path spectrum
Ramu, A. T., Halaszynski, N. I., Peters, J., Meinhart, C. D., & Bowers, J. E. (2016) · Scientific Reports · doi:10.1038/srep33571 · Cited by 5 · see citing works
Jin, J. S. (2017) · Journal of the Korean Physical Society · doi:10.3938/jkps.70.480 · Cited by 3 · see citing works
Phonon Transport in a Thin Film due to Temperature Oscillation at the Film Edge
Ali, H., & Yilbaş, B. S. (2015) · International Journal of Nonlinear Sciences and Numerical Simulation · doi:10.1515/ijnsns-2015-0015
Mehrvand, M. (2017) · Journal of International Crisis and Risk Communication Research
Hang, 梁. L., Bingxu, 马. M., Yu, 赵. Z., Xincheng, 张. Z., Haozhong, 王. W., Xing, 付. F., & Xiaofeng, 杨. Y. (2026) · Chinese Journal of Lasers · doi:10.3788/cjl251254
- Authors
- English, T. S., Phinney, L. M., Hopkins, P. E., & Serrano, J. R.
- Affiliations
- Sandia National Laboratories (US)
- University of Virginia (US)
- Corresponding author
- English, Timothy S.
- Phinney, Leslie M.
- Hopkins, Patrick E.
- Serrano, Justin R.
- ORCID
- Hopkins, Patrick E.
- Venue
- Journal of Heat Transfer
- Publisher
- ASME International
- Published
- 2013-07-26
- Volume
- 135
- Issue
- 9
- ISSN
- 0022-1481 (ISSN-L)
- 1528-8943
- OpenAlex
- W2145602797
- Semantic Scholar
- 03a4c4a7b64cc5c9e353464c3ead0cbbc2667bd1
- Cited by
- 14
- References
- 51
- Citations by year
- 2026: 1 · 2024: 1 · 2020: 1 · 2019: 2 · 2018: 1 · 2017: 2 · 2016: 2 · 2015: 3 · 2014: 1
- FWCI
- 0.89
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- ASME Journal of Heat and Mass Transfer (publishedVersion)
- Funders
- U.S. Department of Energy
- National Nuclear Security Administration
- Basic Energy Sciences
- Sandia National Laboratories
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Thermal properties of materials
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced MEMS and NEMS Technologies
- Physical Sciences › Engineering › Mechanics of Materials › Thermoelastic and Magnetoelastic Phenomena
- Keywords
- thermal conductivity, mean free path, phonons, time-domain thermoreflectance, silicon-on-insulator, low-temperature thermal transport, Boltzmann equation, relaxation time approximation, microelectromechanical systems, thermal management
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-22.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-22.
Cited sources are checked by 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.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review