If English-language papers feel slow,it isn't just about your English

A structure problem. If you don't know where things live in a paper, you're forced to read everything with equal weight. That's not about language skill — it's familiarity with the format of academic writing.

A terminology problem. Medical and nursing papers are dense with specialist terms and abbreviations. Every dictionary lookup breaks the thread and slows you down further.

A time problem. Even if you could follow it given a slow, careful read, clinical work and experiments don't leave you that kind of time.

Separate these three, and you can see what to actually fix. All of them get much lighter with a change of reading order and some help from AI.

Unlike a novel, a paper isn't meant to be read from the first line to the last.

Most research papers follow the IMRAD format — Introduction, Methods, Results, and Discussion. A fixed format means you know from the start where each kind of information lives.

Want the conclusion? The opening of the Discussion. Want to know how the study was run? Methods. Knowing the addresses lets you jump straight to what you need.

The recommended order: Abstract, then the figures and tables, then the first paragraph of the Discussion, and Methods last.

Decide from the abstract whether the paper deserves more of your time. Scan the figures for the study population and the key outcomes. Check the authors' own wrap-up at the top of the Discussion, and only go deep into the Methods if the results matter to you.

The key move is not reading the Introduction thoroughly first. The background matters, but it's also the section where a wall of prose most easily swallows you. It's fine to circle back to it only when needed.

AI makes this targeted reading even easier.

Before you start, have an AI summarize the paper so you know the objective, participants, methods, main results, and limitations in your own language. Then reading the original stops being "decoding something unfamiliar" and becomes confirming something you already know.

The text hasn't changed, but the perceived difficulty drops. Your language skills didn't suddenly improve — you simply stopped reading blind.

That said, it's dangerous to count a paper as "read" on the strength of a translated summary alone.

Translation can render technical terms inconsistently, and the direction of a comparison or the nuance of a number can shift.

Get the overview from the summary — but for anything you'll cite at journal club, put on a slide, or use in a clinical judgment, read the original sentence yourself.

You don't need the whole paper in the original. One key sentence, verified at the source — that's a time budget you can actually afford.

It helps to treat AI summaries and translations as drafts, not finished products.

Your field uses a different standard term for that concept; that phrasing of the result is misleading. When you notice, just fix it and use your corrected version.

The moment you catch an AI mistake is the moment your understanding of the paper has deepened. Used with the intent to correct, AI lowers the language barrier without dulling your critical reading.

Upload a paper to Paperfy and an AI summary in your preferred language appears on the same page as the original PDF. Build your map from the summary, and drop back into the original whenever a section draws your interest.

The whole loop — understand in your own language, confirm in the original — happens on one screen.

Better still, the AI summary is editable by hand. Fix the terminology and nuance in your own words, and a corrected summary is waiting the next time you review. Radio scripts work the same way — edit them and regenerate the audio.

If English-language papers feel out of reach, know this: you don't need to read every word fluently.

Learn the structure, change the reading order, let AI draw the map, and verify only the sentences that matter in the original.

The goal isn't to read everything — it's to reliably find what you need. Start with the abstract and the figures of the paper on your desk right now.