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What you get

A table of published process conditions for your step — each with the material system it applied to, the outcome achieved, and the paper it came from. A starting envelope for your own DOE instead of a blank one.

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Who it’s for

Process engineers standing up a new process, transferring one between sites or tools, or trying to widen a window that keeps drifting out of spec.

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Why this needs full text

Process conditions live in methods sections. Abstracts report that a process worked; they almost never report the temperature ramp, the dwell, the atmosphere, or the concentration. This use case depends on include_full_text_chunks=true and on phrasing the query as the conditions themselves.
Full-text excerpts require a paid plan or an Enterprise API key and currently cover open-access papers. Process literature is heavily represented in closed conference proceedings, so expect partial coverage and treat what you get as a starting point rather than a survey.

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The extraction schema

Fix these columns before you start, or you will end up with values you cannot compare:

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The API call

Phrase the query as the parameter you want, not the process in general — excerpts are selected for relevance to your query, so deposition temperature precursor pulse returns methods paragraphs while the bare process name returns introductions.

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What to check before you trust it

  • Never transfer conditions without checking the material system and tool. Published conditions are specific to a substrate, a reactor geometry, and a precursor. They are a starting point for a DOE, not a recipe.
  • Watch for missing parameters. Papers routinely omit one condition that turns out to be load-bearing. Mark those as NOT REPORTED rather than assuming a standard value.
  • Prefer papers reporting a window over a single point. A range tells you the sensitivity; a point tells you almost nothing about robustness.
  • Check the outcome definition. “Successful deposition” means different things across groups; align on the metric before comparing conditions.

Extract numbers and formulas from full-text papers

The general extraction discipline underneath this.

Find published work on a failure or degradation mechanism

When the process window keeps producing defects.

Best practices

Excerpt-first extraction and the rest of the primitives.

All use cases

Browse the gallery by persona.