But I also don't understand your comment when compared to actual scientific articles. The high-level conclusions tend to be in the abstract and the introduction. Scientific papers aren't structured as mysteries, they try to front-load the important lessons up front.
Don't confuse articles about science, or papers by scientists explaining their findings, as the scientific process itself.
What you do instead, is look at available information, intuit an explanation, then systematically compare the implications to known results. If all goes well, you might then do a simulation or predict other effects that can be observed. However, the process is very dissimilar to other fields of science.
https://en.wikipedia.org/wiki/Natural_experiment
https://en.wikipedia.org/wiki/Design_of_quasi-experiments
https://en.wikipedia.org/wiki/Regression_discontinuity
https://en.wikipedia.org/wiki/Instrumental_variable
etc. etc.
"The authors dug up historical data to show that the cooling in the three decades between 1945 to 1975 – which caused people to worry about the start of an Ice Age – was during a cooling phase. (It was thought to have been caused by air pollution.) Earlier records in Central England show the 40- to 70-year cycle goes back centuries, and other records show it has existed for millennia."
This is why you can't extrapolate from a cyclical process.