Design Philosophy

Scientific writing is not ordinary prose. It encodes specialised terms, units, notation, figures, and cross-references that must survive transformation if downstream training, extraction, or peer review is to stay trustworthy. The pipeline is designed around that constraint instead of treating papers as informal text to be simplified away.

The objective is to make sources more stable and easier to reuse structurally, while sacrificing as little scientific meaning as the workload permits. Three design commitments follow.

Academic atomicity — content is treated as a unit that should not be torn apart casually. At character level, formulas, chemistry, and symbols should not be structurally damaged by cleaning. At relation level, numbers, units, conditions, and claims should stay linked. At structure level, section hierarchy, figure references, and surrounding context should remain traceable in delivered artefacts.

Knowledge-constrained processing — normalisation is not “make it pretty”; it is meaning-aware. Citation cleanup, unit consistency, term protection, and chemical-expression handling exist to keep outputs closer to what the author intended, not only to satisfy a formatter. Recurring domain choices should migrate into reusable rule packs and strategies so batch runs converge on a stable standard.

Layered delivery — parsing, quality preparation, and structured export are separate responsibilities in sequence. Parser preserves recoverable content and assets in the Raw Database; Processor stabilises text and metadata in the Processed Database so later steps are not fighting OCR residue; Designer then organises that stable input into full-text, structured, and multimodal packages under the Designed Database. The chain is meant to move literature into training, extraction, retrieval, and human review without diluting the rigour expected in research communication.

Essay-length research commentary and design trade-offs appear in the Blog—for instance Research Review and Design Insights—rather than in this brief.