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The phrase "although evidence" is correct and usable in written English.
It can be used to introduce a contrast or exception regarding the evidence being discussed.
Example: "Although evidence suggests a correlation, further research is needed to establish causation."
Alternatives: "Even though evidence" or "Despite the evidence".
Exact(58)
Some practitioners think testosterone can help with lowered libido in women, although evidence is lacking.
Although evidence of actual Twitter-fuelled burglaries remains anecdotal, PleaseRobMe became an overnight phenomenon.
Abu Sayyaf is suspected of having links to Al Qaeda, Osama bin Laden's network, although evidence for that is sketchy.
It added that although evidence suggested a favorable outlook for productivity, a less optimistic outcome could pose a "significant challenge" for American policy.
Nor does anyone know how much is required to transmit the disease, although evidence suggests that people can be infected from even a few bites of tainted beef.
The billionaire has long argued that the former secretary of state was the instigator in the birther movement, although evidence for this assertion has not surfaced.
The protocols must be adapted, although evidence on how best to do this is lacking because few interventions have been documented.
Although evidence is only anecdotal at this stage, teachers, pastoral leaders and senior managers all reported improvements in students' behaviour and engagement during last year's Sport Relief week.
Although evidence supporting many of these claims is skimpy, some contend that the true fathers of modern aviation hail from France, Germany, England and even New Zealand.
Similar(2)
Although evidence-based prevention programs exist, successful adaptation to provide wide dissemination presents a challenge.
Although evidence-based treatments for children who have been traumatized exist, they are infrequently used by clinicians treating children.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com