Cited by 65Thermodynamic and Exergetic Analyses of Power and Cooling SystemsAdvanced Thermodynamic Systems and EnginesSpacecraft and Cryogenic Technologies

Exergy-Based and Economic Evaluation of Liquefaction Processes for Cryogenics Energy Storage

Open access
Hamdy, Sarah, Moser, Francisco, Morosuk, Tatiana, Tsatsaronis, George·2019·Energies

Abstract

Cryogenics-based energy storage (CES) is a thermo-electric bulk-energy storage technology, which stores electricity in the form of a liquefied gas at cryogenic temperatures. The charging process is an energy-intensive gas liquefaction process and the limiting factor to CES round trip efficiency (RTE). During discharge, the liquefied gas is pressurized, evaporated and then super-heated to drive a gas turbine. The cold released during evaporation can be stored and supplied to the subsequent charging process. In this research, exergy-based methods are applied to quantify the effect of cold storage on the thermodynamic performance of six liquefaction processes and to identify the most cost-efficient process. For all liquefaction processes assessed, the integration of cold storage was shown to multiply the liquid yield, reduce the specific power requirement by 50–70% and increase the exergetic efficiency by 30–100%. The Claude-based liquefaction processes reached the highest exergetic efficiencies (76–82%). The processes reached their maximum efficiency at different liquefaction pressures. The Heylandt process reaches the highest RTE (50%) and the lowest specific power requirement (1021 kJ/kg). The lowest production cost of liquid air (18.4 €/ton) and the lowest specific investment cost (<700 €/kWchar) were achieved by the Kapitza process.

AI snapshot

Written from the paper’s full text.

TL;DR

This paper applies exergy-based and economic methods to compare six air liquefaction processes for cryogenic energy storage (CES), with and without integrated cold storage. It finds that cold storage greatly improves liquefaction performance and identifies the Kapitza process as the most cost-effective option among the Claude-based systems.

Key findings

  • Integrating cold storage multiplied liquid yield, reduced specific power requirement by 50–70%, and increased exergetic efficiency by 30–100% for all assessed liquefaction processes.
  • At 200 bar, the simple Claude, Heylandt, and Kapitza processes reached the highest exergetic efficiencies (76.6%, 76.7%, and 76.6%), lowest specific power requirements (1059, 1021, and 1059 kJ/kg liquid air), and highest liquid yields (0.609, 0.629, and 0.609).
  • Sensitivity analysis showed the Heylandt process performs best at liquefaction pressures of 120 bar and above, reaching an optimum of approximately 81.2% at 130 bar, while the Claude and Kapitza processes are optimal at about 100 bar with 80% exergetic efficiency.
  • The Kapitza process achieved the lowest production cost of liquid air (18.4 €/ton) and the lowest specific investment cost (691 €/kW char; abstract reports <700 €/kW char), with total revenue requirement of 2670 €/a. The abstract also reports the Heylandt process reaching the highest round-trip efficiency (50%) and lowest specific power requirement (1021 kJ/kg), while Table 9 lists RTE values of 46.9% (Claude), 49.0% (Heylandt), and 46.9% (Kapitza).

Methods

  • Six liquefaction processes were simulated in Aspen Plus V9 under steady-state conditions using the Peng-Robinson equation of state: simple Linde, precooled Linde, dual-pressure Linde, simple Claude, Kapitza, and Heylandt. Simulations were run with and without integrated cold storage; Fortran routines calculated exergy values.
  • Energetic and exergetic analyses compared liquid yield, specific power requirement, and exergetic efficiency. Sensitivity analyses varied splitting ratio and liquefaction pressure for the three most efficient Claude-based processes. Economic analysis used the total revenue requirement method, sized to 20 MW charging power, and exergoeconomic analysis identified cost-effectiveness at component level.
  • Cold storage used two fluid tanks with R218 and methanol; discharge was at 150 bar with specific power output of 470 kJ/kg liquid air. Economic assumptions included CEPCI 2017 = 567.5, 8% effective interest, 3% inflation, 30-year plant life, 2882 h/a full-load operation, OMC 1.5% of FCI, and mean charged electricity cost of 17.2 €/MWh.

Limitations

  • The paper does not state an explicit limitations section.
  • Evident from the text: the economic and exergoeconomic conclusions rely on simulation and cost assumptions, including component cost estimates from charts, equations, and past purchase orders; a total capital investment for the 40 MW discharge unit assumed as 17.1 Mio €; and LCOE sensitivity analysis reported elsewhere [34] rather than fully in this paper.
  • Evident from the text: only the three most efficient Claude-based processes received sensitivity, economic, and exergoeconomic analyses, while all six processes were compared only in energetic and exergetic terms; cold storage thermal losses were accounted for as 4 K/cycle.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.3390/en12030493

Cites

28 of 29 references verified0 citation errors · 1 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

3 of 20 cited sources checked · 0 supported · 1 flagged · accuracy not yet measured

  • Findingown data

    The optimal configuration of the Claude and the Kapitza processes is at about 100 bar, reaching 80% exergetic efficiency.

    “The optimal configuration of the Claude and the Kapitza process is at about 100 bar reaching 80% exergetic efficiency.”
    Quote in the paperSubstantial claim
  • Findingown data

    The Heylandt process reaches the lowest specific power requirement (1021 kJ/kg).

    “The Heylandt process reaches the highest RTE (50%) and the lowest specific power requirement (1021 kJ/kg).”
    Quote in the paperSubstantial claim
  • Findingreasoning

    The minimum splitting ratio is restricted by the minimum pinch temperature (∆T MHE1, min → 1 K).

    “The minimum splitting ratio is therefore restricted by the minimum pinch temperature ( ∆T MHE1, min → 1 K ).”
    Quote in the paperSubstantial claim
  • Findingreasoning

    The results of economic analysis of the Claude and the Kapitza process differ despite similar performance in energetic and exergetic analysis.

    “The results of economic analysis of the Claude and the Kapitza process differ despite similar performance in energetic and exergetic analysis.”
    Quote in the paperSubstantial claim
  • Findingown data

    The improvements were most significant in the simple Linde and the precooled Linde configuration where the exergetic efficiency increased significantly.

    “The improvements were most significant in the simple Linde and the precooled Linde configuration where the exergetic efficiency increased significantly.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 9
  • May combine two claims. 21
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The specific investment costs of the total CES system is approximated from 500-3,000 €/kW in literature.

    “The specific investment costs of the total CES system is approximated from 500-3,000 €/kW [6,7,36] in literature.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [6] Morgan, R., Nelmes, S., Gibson, E., and Brett, G. (2015, January 1). An analysis of a large-scale liquid air energy storage system. Proceedings of the Institution of Civil Engineers, London, UK. source
    • cites [7] Highview Enterprises Ltd. (2018, December 15). Highview Power Storage. Available online: http://www.highview-power.com/.

      Not checked in the free run.

    • cites [36] Chen, 2009, Progress in electrical energy storage system: A critical review, Prog. Nat. Sci. source

      The CES row of Table 1, reproduced in the Concluding remarks and perspective section (page not available in our copy), gives a capital cost of $200–300/kW, not €500–3,000/kW. Section 5.4 discusses CES as relatively low-cost but does not give the claimed range. (LLM, conf=0.88)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Highview Power Storage Ltd. base their charging unit on the Claude process relying on the maturity of the process and the trouble-free scale-up.

    “Highview Power Storage Ltd. base their charging unit on the Claude process relying on the maturity of the process and the trouble-free scale-up [25].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Brett, 2014, The application of liquid air energy storage for large scale long duration solutions to grid balancing, EPJ Web Conf. source

      Section 3, “Highview LAES system,” says Highview uses a modified Claude cycle refrigerator for charging. The Abstract describes mature components, and Section 5, “Scale,” describes increasing capacity with multiple commercially available liquefiers. The paper does not say Highview chose the Claude process because of its maturity or that scale-up is trouble-free. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Interpretationcitation

    The high exergy density of CES (120-200 kWh/m3) and the absence of geographical constraints remain the technology's greatest advantage.

    “The high exergy density of CES (120-200 kWh/m 3 [36])-the absence of geographical constraints-remains the technologies greatest advantage.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [36] Chen, 2009, Progress in electrical energy storage system: A critical review, Prog. Nat. Sci. source

      Section 4.10.1 (page unavailable) describes CES as having relatively high energy density, but gives 100–200 Wh/kg, not the cited 120–200 kWh/m³ exergy density. The citation is attached to the numerical claim, which this passage does not establish. The passage also does not identify freedom from geographical constraints as CES’s greatest advantage. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingnone given

    The average cost of exergy of the heat supplied to heat storage has the lowest value for the Heylandt process, while the average cost of exergy of liquid air is the most expensive.

    “The average cost of exergy of the heat supplied to heat storage has the lowest value for the Heylandt process while the average cost of exergy of liquid air is the most expensive.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The total revenue requirements for the Claude, Heylandt and Kapitza systems amount to 2,770 €/a, 2,915 €/a and 2,670 €/a respectively.

    “The total revenue requirements for the Claude, Heylandt and Kapitza systems amount to 2,770 €/a, 2,915 €/a and 2,670 €/a respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    The levelized cost of discharged electricity (LCOEdis) of the CES systems based on the Claude, the Heylandt, and the Kapitza process are expected to reach 175.6 €/MWhel, 175.3 €/MWhel and 172.0 €/MWhel, respectively.

    “The levelized cost of discharged electricity (LCOE dis ) of the CES systems based on the Claude, the Heylandt, and the Kapitza process are expected to reach 175.6 €/MWh el , 175.3 €/MWh el and 172.0 €/MWh el , respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    The charging power, liquefaction capacity, and storage capacity are similar for all systems.

    “The charging power 𝑊 ̇𝑐ℎ𝑎𝑟 , the liquefaction capacity 𝑚̇𝑙 𝑖𝑞𝑢𝑖𝑑 𝑎𝑖𝑟 , and the storage capacity (𝑊 ̇𝑑𝑖𝑠 • 𝜏 𝑑𝑖𝑠 ) are similar for all systems.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The optimal configuration of the Claude and the Kapitza process is at about 100 bar, reaching 80% exergetic efficiency.

    “The optimal configuration of the Claude and the Kapitza process is at about 100 bar reaching 80 % exergetic efficiency.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    For liquefaction pressures of 120 bar and above, the Heylandt process performs better, reaching its optimum of approximately 81.2% at 130 bar.

    “For liquefaction pressures of 120 bar and above the Heylandt process performs better reaching its optimum of approximately 81.2 % (at 130 bar).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For liquefaction pressures of 120 bar and above, the Heylandt process performs better, reaching its optimum of approximately 81.2% exergetic efficiency at 130 bar.

    “For liquefaction pressures of 120 bar and above the Heylandt process performs better reaching its optimum of approximately 81.2% (at 130 bar).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The share of air liquefied increases with a reduction in the splitting ratio r, because a greater mass flow enters the MHE and throttling process.

    “The share of air liquefied increases with a reduction in the value of the splitting ratio (𝑟 = 𝑚̇𝐸 𝑋 𝑚̇𝐶 𝑀 ⁄ ), as a greater mass flow enters the MHE and throttling process.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For liquefaction pressures of 125 bar and higher, the Heylandt process reaches the highest exergetic efficiencies; at lower pressures, the Claude and the Kapitza processes are superior.

    “The sensitivity analysis showed that for liquefaction pressures of 125 bar and higher, the Heylandt process reaches the highest exergetic efficiencies, at lower pressures the Claude and the Kapitza process are superior.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The liquid yield and the charging pressure of the Heylandt process are slightly higher than for the other systems.

    “The liquid yield 𝛾 and the charging pressure 𝑝 𝐶𝑀 of the Heylandt process is slightly higher.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Despite the liquid yield of the precooled Linde reaching a compatible value (0.453), its specific power requirement and exergetic efficiency cannot level with the Claude-based configurations.

    “Despite the liquid yield of the precooled Linde reaching a compatible value (0.453), its specific power requirement and exergetic efficiency cannot level with the Claude-based configurations.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The temperature difference of the two mixing streams is only 3.3 K, which explains why the thermodynamic performances of the Claude and Kapitza processes are almost the same.

    “Reason for this is the temperature difference of only 3.3 K of the two mixing streams.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The average cost of low-temperature exergy supplied by the cold storage c_q,cold is relatively high and amounts to the average cost of exergy of the liquid air c_liquid air, which explains the relatively high average cost of exergy of the fuel.

    “Reason for this is the average cost of low-temperature exergy supplied by the cold storage c 𝑞,𝑐𝑜𝑙𝑑 which is relatively high and amounts to the average cost of exergy of the liquid air c 𝑙𝑖𝑞𝑢𝑖𝑑 𝑎𝑖𝑟 .”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The Claude process and its modifications are the most commonly employed process in commercial air liquefaction plants, as its efficiency is higher than that of the Linde process.

    “The Claude process and its modifications are the most commonly employed process in commercial air liquefaction plants, as its efficiency is higher than that of the Linde process [23].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] Barron, R.F. (1985). Cryogenic Systems, Oxford University Press, Clarendon Press. [2nd ed.].

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The introduction of cold storage doubled the liquid yield of the liquefaction process of the analyzed system.

    “The effect of cold recycle was firstly quantified by the authors as the introduction of cold storage doubled the liquid yield of the liquefaction process of the analyzed system [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] Hamdy, 2017, Cryogenics-based energy storage: Evaluation of cold exergy recovery cycles, Energy source
  • May combine two claims.

    Study design and conductnone given

    The final RTE of 47-49% are in line with the expected 40-60%, which confirms the presented results.

    “The final RTE of 47-49 % are also in line with the expected 40-60 %, which confirms the presented results.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The operation pressures for the different liquefaction processes differ.

    “The operation pressures for the different liquefaction processes differ [23].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] Barron, R.F. (1985). Cryogenic Systems, Oxford University Press, Clarendon Press. [2nd ed.].

      Not checked in the free run.

  • May combine two claims.

    Premisereasoning

    The application of a cold expander avoids part of the exergy destruction in the throttling process and reduces the required power for liquefaction by the power output of the expander.

    “The application of a cold expander avoids part of the exergy destruction in the throttling process and reduces the required power for liquefaction by the power output of the expander ( . W char = ∑ . W CM - . W EX ).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Liquefaction accounts for more than 70% of the overall exergy destruction of the CES system.

    “The liquefaction was found to account for more than 70% of the overall exergy destruction (MW) of the CES system by the authors in a comparative exergy analysis of two 10 MW CES systems [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] Hamdy, 2017, Cryogenics-based energy storage: Evaluation of cold exergy recovery cycles, Energy source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Cold recovery and storage significantly increase system efficiency.

    “One of the key findings from the testing of the first pilot plant was the significant increase of system efficiency by cold recovery and storage [6].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [6] Morgan, R., Nelmes, S., Gibson, E., and Brett, G. (2015, January 1). An analysis of a large-scale liquid air energy storage system. Proceedings of the Institution of Civil Engineers, London, UK. source
  • May combine two claims.

    Interpretationreasoning

    The competing bulk-energy storage technologies are also capital intense, which makes CES competitive with compressed air energy storage (CAES), pumped hydro storage (PHS) and hydrogen-based energy storage (H2).

    “The competing bulk-energy storage technology are also capital intense which makes CES competitive with compressed air energy storage (CAES), pumped hydro storage (PHS) and hydrogen-based energy storage (H2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Most modern liquefiers utilize expansion turbines proposed by Kapitza and most high-pressure air liquefaction plants operate with the Heylandt process.

    “Most modern liquefiers utilize expansion turbines proposed by Kapitza [10,24] and most high-pressure air liquefaction plants operate with the Heylandt process.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [10] Kerry, F.G. (2007). Industrial Gas Handbook: Gas Separation and Purification, Taylor & Francis Group, LLC. source
    • cites [24] Herron, D.M., and Agrawal, R. (2000). Air Liquefaction: Distillation, Air Products and Chemicals, Inc.

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    CES exergy densities are approximately two orders of magnitude higher than pumped hydro and compressed air energy storage, reaching values higher than 430 kJ/kg.

    “CES exergy densities are by approximately two orders of magnitudes higher than of competing technologies such as pumped hydro and compressed air energy storage reaching values higher than 430 kJ/kg.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1] Putselyk, S. (2019). Cryogenic Energy Storage: Characteristics, Potential Applications and Economic Benefit. Recent Developments in Cryogenics Research, Nova Science, Inc.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Regarding the RTE of PHS and CAES, CES efficiency is still the greatest obstacle.

    “Regarding the RTE of PHS and CAES, CES efficiency is still the greatest obstacle.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The liquefaction process is the key part of the CES system because the discharge unit is relatively simple and efficient.

    “The significance of the liquefaction process to the CES's performance was addressed by [8] as”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8] Li, Y. (2011). Cryogen Based Energy Storage: Process Modelling and Optimization. [Ph.D. Thesis, University of Leeds].

      Not checked in the free run.

28 of 28
  • The paper relies on this without support.

    The adiabatic CES system's upper limit to efficiencies is 45-50%.

    “Yet, the adiabatic CES systems upper limit to efficiencies is 45-50%.”
  • The paper relies on this without support.

    The liquid yield increases with liquefaction pressure.

    “The liquid yield increases with liquefaction pressure.”
  • The paper relies on this without support.

    With increased pressures, the power consumption of the compression process increases as well.

    “Yet, with increased pressures, the power consumption of the compression process increases as well.”
  • The authors state this as an assumption.

    The operation and maintenance costs are a percentage of the fixed capital investment ranging from 1.5% to 3% of the plant purchase price per year.

    “The operation and maintenance costs (OMC) are assumed as a percentage of the fixed capital investment (FCI) which ranges from 1.5% to 3% of the plant purchase price per year [35].”
  • The authors state this as an assumption.

    The system operates at low electricity prices.

    “The system is assumed to operate at low electricity prices.”
  • The authors state this as an assumption.

    The specific exergy costs of the entering cold storage media streams are equal to the cost per unit of exergy of the liquid air.

    “The specific exergy costs of the entering cold storage media streams are assumed equal to the cost per unit of exergy of the liquid air:”
  • The paper relies on this without support.

    No previous publications considered the effect of integrating cold storage on the selection of the liquefaction process.

    “No previous publications considered the effect of integrating cold storage on the selection of the liquefaction process.”
  • The authors state this as an assumption.

    The total capital investment (TCI) for the 40 MW discharge unit is 17.1 Mio €.

    “Assuming a TCI for the 40 MW discharge unit of 17.1 Mio €, the specific investment of the CES systems based on the Claude processes reach values lower than 1000 €/kW dis , see Table 9.”
  • The paper relies on this without support.

    The cost of heat exchangers increases linearly with scale for all systems equally.

    “The reason is that the heat exchangers are the major contributors to the costs of the liquefaction systems, and the cost of heat exchanger increase linearly with scale-for all systems equally.”
9 of 9

Cites

Flagged first, then by citations

Research works printed but not linked: 4

  1. Li, Y. (2011). Cryogen Based Energy Storage: Process Modelling and Optimization. [Ph.D. Thesis, University of Leeds].
  2. Barron, R.F. (1985). Cryogenic Systems, Oxford University Press, Clarendon Press. [2nd ed.].
  3. Highview Power Storage Ltd. (2019, January 01). Available online: https://businessdocbox.com/Green_Solutions/77092496-Highview-power-storage-technology-and-performance-review.html.
  4. Peters, M.S., Timmerhaus, K.D., and West, R.E. (2003). Chapter 12 Materials-Handling Equipment—Design and Costs. Plant Design and Economics of Chemical Engineers, McGraw-Hill Companies, Inc.

Cited by

Sorted by citations

Authors
Hamdy, S., Moser, F., Morosuk, T., & Tsatsaronis, G.
Affiliations
Technische Universität Berlin (DE)
Corresponding author
  • Morosuk, Tatiana
  • Tsatsaronis, George
Venue
Energies
Publisher
MDPI AG
Published
2019-02-04
Volume
12
Issue
3
Pages
493
ISSN
1996-1073 (ISSN-L)
OpenAlex
W2913187146
Cited by
65
References
27
Citations by year
2026: 4 · 2025: 7 · 2024: 9 · 2023: 9 · 2022: 7 · 2021: 16 · 2020: 7 · 2019: 6
FWCI
5.06
Type
journal article
Language
en
Open access
Locations
  • Energies (publishedVersion, cc-by)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DepositOnce (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Technische Universität Berlin – Universitätsbibliothek (cc-by)
Funders
  • Deutscher Akademischer Austauschdienst
  • Bundesministerium für Bildung und Forschung (57128418)
Topics
  • Physical Sciences › Engineering › Mechanical Engineering › Thermodynamic and Exergetic Analyses of Power and Cooling Systems
  • Physical Sciences › Engineering › Mechanical Engineering › Advanced Thermodynamic Systems and Engines
  • Physical Sciences › Engineering › Aerospace Engineering › Spacecraft and Cryogenic Technologies
Keywords
cryogenic energy storage, gas liquefaction, exergy analysis, round-trip efficiency, cold storage, liquefied air, exergy efficiency, production costs, investment costs

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 2026-10-30.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-30.

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