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SPR-2026-8FDE·August 22, 2026Published

Cold on the farm: bespoke fluids for refrigeration without electricity

AI-generated hypothesis · Pre-publication · To be tested experimentally

Chemistry and Chemical Engineering
Agricultural Engineering
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Table of contents — full brief

  • Hypothesis and mechanism
    Causal chain, key assumptions, residual unknowns
  • State of the art
    Verified references and counter-evidence (DOIs)
  • Falsifiable predictions
    Quantitative bounds, statistical tests, H0
  • Experimental protocol
    Three phases — in silico → minimal → full
  • Impact analysis
    Novelty, residual gaps, available data
  • Panel review
    Five personas + meta-review

Verified references

5 of 10 references

+ 5 more references

Detailed panel scores

Methodologist7.2
Accept

The tiered validation protocol is methodologically sound, with a clear GO/NO-GO/PIVOT decision framework at each phase that prevents the escalation of resources on a fundamentally flawed premise. The Phase 1 criterion requiring COSMO-RS validation against known VLE data (MAD ≤ 5%) before any physical investment is an excellent example of falsification-first thinking.

Domain expert6.8
Weak accept

The hypothesis demonstrates a strong methodological ambition by proposing a systematic transfer of solvent selection frameworks (COSMO-RS/NRTL) from chemical engineering to working fluid pair design for absorption refrigeration. This is a conceptually sound and potentially high-impact approach, as it addresses the critical bottleneck of time-consuming and expensive experimental screening of novel working pairs.

Devil's advocate3.5
Rejected

The integration of COSMO-RS with NRTL regression is a standard, defensible approach for screening novel working pairs when experimental data are scarce. The proposed validation step against NIST REFPROP/IEA data is methodologically sound and demonstrates awareness of the primary risk in predictive thermodynamics.

Industry reviewer6.8
Accept

The addressable market is concrete and growing: post-harvest cooling demand for fruit and vegetables in sub-Saharan Africa and South-East Asia is estimated at 5–8 GW of cooling capacity, with post-harvest losses of 30–40%. Solar absorption cooling systems are subsidised through programmes such as Powering Agriculture (USAID) and the FAO, creating an initial market of €200–400 million for units of 5–50 kW.

Funding strategist5.0
Weak accept

Unable to parse review.

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