Auturnal170 Chinese and English research reviews connecting primary studies, mathematical models and inspectable evidence.
Climate and risk · v5
High temperatures do not mean ignition, and area does not mean emissions; definitions of joint extremes and counterfactuals determine what research can answer.
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Ecological networks · v5
Flower-visit counts, pollen delivery, and fruit set must be distinguished; the number of links in a network does not directly indicate what it can still do after species are lost.
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Energy materials · v5
A single certified efficiency cannot substitute for long-term electricity generation; the value of interface passivation must be tested across areas, operating conditions, and failure mechanisms.
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Energy materials · v5
Neither high-capacity anodes nor high ionic conductivity is sufficient to ensure complete-cell reliability; contact area, stress, and joint failure must be measured together.
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Electrochemistry · v5
Even very high Faradaic efficiency can coexist with substantial carbon losses or excessive energy consumption; catalysts must be compared within their reactors and separation systems.
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Climate technology · v5
How much carbon dioxide a material adsorbs is only the first step; regeneration, fans, energy sources, and storage determine the net outcome.
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Circular materials · v5
Plastic fragmentation, mass reduction, and remanufacture into a polymer that meets specifications are distinct endpoints; carbon and mass must be connected across the entire process.
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Systems biology · v5
A species list cannot replace ecological mechanisms; absolute abundance, environmental conditions, and perturbation responses jointly determine whether a community can be predicted.
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Developmental biology · v5
A million cells do not equal a million biological replicates; similar transcriptional states, neural migration, and complete human function require different evidence.
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Neural engineering · v5
Words per minute and word error rate both matter, but whether a system truly supports expression also requires accounting for correction, pauses, rejection, and long-term adaptation.
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Astrophysics · v5
A detection catalogue is not a random sample of the Universe; mass, spin and distance distributions must be inferred together with detection efficiency and individual-event uncertainty.
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Multimessenger astronomy · v5
Directional proximity and temporal coincidence can provide clues, but source confirmation requires simultaneous control of background, trial counts, and source selection.
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