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STANDARD OF CARE LITERATURE MATCHING SOFTWARE

The clinical literature behind this diagnosis, matched and cited.

Standard of care literature matching surfaces relevant peer-reviewed literature and standard-of-care guidelines, matched to the diagnoses and treatment already in the record — the research starts from the record, not a search box. Every match is cited on both ends. It is background for the expert you retain, reference material rather than a ruling, never a substitute for them.

Matches are presented unsigned — reference material, not a medical opinion. Interpretation of the standard of care belongs to your retained expert; the platform never renders that judgment.
Adams, Timothy — right knee · Case #IME-4812 342 pages
Record fact → matched reference
Diagnosis — right knee, post-traumatic cited · p.140
Specialty-society clinical practice guideline UNSIGNED REF
Treatment decision — conservative course, 7 visits cited
Peer-reviewed treatment-pathway study UNSIGNED REF
Reference set for retained expert — no opinion rendered
In action on a malpractice file
Diagnoses and treatment decisions extracted from the record become the queries — guidelines and peer-reviewed sources come back matched, cited on both ends, and unsigned.

The research starts from the record, not a search box.

The platform has already read the file: every diagnosis, procedure, and treatment decision is extracted and cited to its source page. Those clinical facts — not hand-typed keywords — drive the literature matching, so the reference set reflects what actually happened to this patient.

Queries built from extracted diagnoses and treatments
Every triggering fact cited to its exact source page
Extracted from Case #IME-4812
Diagnosis — right knee, post-traumatic p.140
Course — 7 visits, improving since 4/02 cited
Imaging ordered — MRI, right knee cited
These facts become the matching queries — no manual search terms.
Matched referenceTriggered byStatus
Clinical practice guideline — knee injury Diagnosis · p.140 UNSIGNED
Peer-reviewed study — conservative management Treatment course UNSIGNED
Imaging-appropriateness criteria MRI order UNSIGNED
Two-way citation on every row: record fact → source page, reference → publication.

Guidelines and studies, cited on both ends.

Every match is a two-way link: the record fact that triggered it traces to its exact source page, and the matched guideline or peer-reviewed source is identified so counsel and the expert can pull the original. Audit-grade and source-linked — nothing appears in the set without a traceable reason.

Clinical practice guidelines and peer-reviewed sources
Every match labeled unsigned — reference, never a ruling

Built for the expert workflow, not around it.

Retained experts spend their first hours orienting: what was diagnosed, what was done, what the applicable guidance says. This hands them that orientation as a cited reference packet — record facts on one side, matched literature on the other — so their paid time goes to the opinion only they can give.

Exportable reference packet for the retained expert
Useful before retention too — screening which cases merit an expert
Expert reference packet Case #IME-4812
Record facts — extracted, dated, page-cited
Matched guidelines and peer-reviewed sources
Two-way citation trail on every match
Opinion & interpretation — reserved for the retained expert
Match detail UNSIGNED REFERENCE
Triggering record fact
Diagnosis — right knee, post-traumatic p.140
Matched reference
Specialty-society clinical practice guideline, identified to its publication
The boundary

Reference material, never a ruling.

The platform matches; it does not judge. No match carries a signature, no output states whether care met the standard, and nothing here substitutes for the retained expert's opinion. That line is by design — it is what makes the reference set legally defensible to hand across the table.

A gated, sign-off-controlled assessment capability is on the roadmap as a separate feature — and even there, AI drafts and the licensed professional decides.

See AI Case Merit Assessment (roadmap)

From record to cited reference set.

Three steps — the literature background arrives with the record review, not weeks after it.

01
Upload the record

The platform reads every page and extracts diagnoses, procedures, and treatment decisions — each one cited to its source page.

02
Literature is matched

Guidelines and peer-reviewed sources relevant to those specific facts are matched, each labeled unsigned with a two-way citation.

03
Hand it to your expert

Export the reference packet. Your retained expert starts from organized, cited material and forms the opinion only they can sign.

Who works with matched literature.

Litigation teams on both sides of the v. — anywhere the standard of care is the question.

FAQ

Literature matching, answered.

The platform starts from the record itself: the diagnoses, procedures, and treatment decisions already extracted from the file become the search queries. Peer-reviewed literature and standard-of-care guidelines relevant to those specific clinical facts are matched and returned as a cited reference set — so the research starts from what actually happened to this patient, not from a generic keyword search.

Each diagnosis and treatment in the record is normalized to standard clinical terminology, then matched against published clinical practice guidelines and peer-reviewed sources that address that condition and intervention. Every match shows both sides of the link: the record fact that triggered it, cited to its source page, and the reference it matched.

No. Every match is presented unsigned — it is reference material, not a medical opinion, and the platform never renders a standard-of-care judgment. Interpretation of what the literature means for the case belongs to the retained expert. A separate, gated assessment capability is on the roadmap, and even that ships behind a mandatory professional sign-off.

Every match carries a two-way citation: the clinical fact in the record that triggered it links to its exact source page, and the matched reference links to the guideline or publication. Nothing appears in the reference set without a traceable reason — audit-grade and source-linked on both ends.

It compresses the background phase. Instead of handing the expert a raw record and waiting while they orient, you hand them the record plus a cited reference set matched to its diagnoses and treatment. The expert still forms the opinion, signs it, and defends it — they just start from organized, cited material instead of a cold file.

Related capabilities.

Literature matching sits inside a full medical-legal analysis toolkit.

See the literature matched to one of your own files.

Upload a single record and get back a cited, unsigned reference set — matched to its diagnoses and treatment. Handled under our BAA; never used to train a model.