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Raven Nexus / Sample letters

See how the evidence changes the letter

Read different fictional drafts, including cases that need more work. The final medical reasoning, probability conclusion, and signature still belong to the clinician.

FICTIONAL EXAMPLE. These invented records were processed through the Raven Nexus draft engine. No real veteran, clinician, or medical opinion is represented. Do not submit this example as evidence.

Existing sleep apnea and a later change in symptoms

Sleep apnea predates the reported worsening. Baseline records, equipment use, and non-comparable follow-up observations remain separate from causation.

Recorded before the current standard

This fictional letter was recorded before Raven Nexus adopted the current standard for secondary aggravation, so it measures the worsening against natural progression. For a condition made worse by a service-connected condition, VA's claims manual (M21-1 V.ii.2.D, changed May 1, 2026) asks instead whether the condition would be less severe but for the service-connected condition, and it no longer considers natural progress. New Raven Nexus drafts use that test. The practitioner request and guide below already reflect it.

Draft for clinician review

Every date, value and citation in this letter was traced to a supplied source and the reasoning passed an independent check. That is completeness, not medical validation. The clinician reviews the records and literature, changes what they disagree with, and signs only what they believe.

Download this draft in WordDownload this draft as PDFDownload the fictional practitioner packet

For clinician review. Not a signed medical opinion. FICTIONAL EXAMPLE. Do not submit as evidence.

[CLINICIAN: letterhead: practice name, address, phone]

[CLINICIAN: date]

RE: [VETERAN: full name], [VETERAN: last four of SSN or VA file number]

Medical nexus opinion: Obstructive sleep apnea aggravated beyond its natural progression by service-connected PTSD

To whom it may concern:

I am a [CLINICIAN: specialty and board certification] physician licensed in [CLINICIAN: state and license number]. [CLINICIAN: relationship to the veteran: treating since (date), or records review only]. I was asked to give a medical opinion on whether the veteran's obstructive sleep apnea was aggravated beyond its natural progression by the veteran's service-connected PTSD. For this opinion, I reviewed in full the March 22, 2016 rating decision, September 5, 2018 baseline sleep study, January 27, 2020 equipment follow-up, February 20, 2024 later sleep consultation, and the veteran's statement; the supplied materials contained no medical literature. I have reviewed the records listed below in full, and I have reviewed the medical literature cited at the end of this letter.

Records reviewed

  1. Rating decision, dated March 22, 2016, page 1.
  2. Baseline sleep study, dated September 5, 2018, page 2.
  3. Equipment follow-up, dated January 27, 2020, page 3.
  4. Later sleep consultation, dated February 20, 2024, page 4.
  5. The veteran's written statement describing the history, symptoms and course, as supplied to me.

Pertinent history

The March 22, 2016 rating decision granted service connection for PTSD. That decision made no determination concerning sleep apnea.

The September 5, 2018 baseline sleep study assessed obstructive sleep apnea based on an untreated diagnostic apnea-hypopnea index of 16 events per hour. The study discussed prescribed positive airway pressure at follow-up.

The January 27, 2020 equipment follow-up documents that the veteran tolerated the prescribed mask and felt rested after using it. That note contains no repeat untreated sleep study and does not quantify progression of the underlying obstructive sleep apnea.

The February 20, 2024 later sleep consultation documents that the veteran removed the mask during awakenings associated with nightmares and reported daytime fatigue. The consultation also documents weight gain and a different work schedule. The clinician requested further assessment of equipment use and sleep history but did not attribute worsening of obstructive sleep apnea to PTSD. The veteran's statement similarly reports fatigue and difficulty keeping the mask on during disrupted sleep.

Current diagnosis

The September 5, 2018 baseline sleep study states the diagnosis of obstructive sleep apnea, established by an untreated diagnostic apnea-hypopnea index of 16 events per hour. Positive airway pressure was prescribed, and the January 27, 2020 equipment follow-up documents use of the prescribed mask with reported benefit. As of the February 20, 2024 later sleep consultation, the veteran continued to have positive airway pressure equipment but reported removing the mask during awakenings.

Opinion

It is less likely than not (less than a 50 percent probability) that the veteran's obstructive sleep apnea is aggravated beyond its natural progression by the veteran's service-connected PTSD. The record does not establish a measurable increase in the underlying severity of obstructive sleep apnea after the September 5, 2018 baseline sleep study, and it does not medically attribute an increase in severity to PTSD.

Rationale

Obstructive sleep apnea involves repeated upper-airway obstruction during sleep. Positive airway pressure prevents or reduces these obstructive events while the equipment is worn. Removing the mask can reduce the effectiveness of treatment for the portion of sleep spent without therapy, but reduced treatment exposure does not by itself establish that the underlying airway disorder has become more severe. To establish aggravation beyond natural progression, the record should show an increase in the severity or clinical burden of obstructive sleep apnea and should distinguish that increase from interrupted treatment, weight change, work schedule effects, and the expected course of the condition.

No verified medical study was provided in the materials for this opinion, and there is no study cited at the end of this letter from which to draw a veteran-specific conclusion. A general association between PTSD, disturbed sleep, weight change, and obstructive sleep apnea would not establish aggravation in this case without documentation that PTSD produced a worsening of this veteran's obstructive sleep apnea beyond its natural progression.

The veteran's documented facts show a pathway for reduced treatment effectiveness but not a demonstrated increase in the underlying apnea. The January 27, 2020 equipment follow-up records mask tolerance and feeling rested after use. The February 20, 2024 later sleep consultation records mask removal during awakenings associated with nightmares and daytime fatigue. This change documents less complete positive airway pressure use. The consultation does not connect the nightmares to PTSD, does not state that PTSD worsened the underlying obstructive sleep apnea, and does not provide a repeat untreated apnea-hypopnea index.

The timing does not establish objective continuity of worsening. The September 5, 2018 baseline sleep study provides the only untreated measure of severity, with an apnea-hypopnea index of 16 events per hour. The January 27, 2020 equipment follow-up reports benefit from treatment but contains no repeat untreated study. The February 20, 2024 later sleep consultation reports fatigue and difficulty maintaining mask use, but it also contains no comparable untreated diagnostic measurement. The record therefore does not show when an increase in the underlying apnea began, how large any increase was, or whether it continued independently of treatment use.

The contrary factors are incomplete mask use, weight gain, a different work schedule, daytime fatigue, and the absence of a comparable later untreated study. The February 20, 2024 later sleep consultation documents all of these factors except a later untreated study, which it does not contain. Daytime fatigue does not identify whether the cause is untreated apnea during mask removal, disrupted sleep, the changed work schedule, weight-related change, or progression of the underlying disorder. The record does not quantify the weight gain or attribute it to PTSD. The supplied record set also contains no prior medical opinion to reconcile.

For aggravation, the September 5, 2018 untreated apnea-hypopnea index of 16 events per hour is the documented baseline. The later evidence shows subjective fatigue and interruption of positive airway pressure use, but it does not show a later untreated apnea-hypopnea index or another comparable measure demonstrating that the obstructive sleep apnea itself worsened. It also does not establish that any worsening exceeded natural progression or resulted from PTSD rather than interrupted equipment use, weight gain, or a different work schedule. A favorable aggravation opinion would require a comparable later measure or clearly documented increase in obstructive sleep apnea burden, together with medical evidence attributing that increase to PTSD beyond natural progression.

Summary of the basis for this opinion

  1. The September 5, 2018 baseline sleep study is the only untreated objective measure of obstructive sleep apnea severity.
  2. The January 27, 2020 equipment follow-up documents benefit from prescribed mask use without measuring progression.
  3. The February 20, 2024 consultation documents mask removal and fatigue but no comparable untreated sleep study.
  4. Weight gain and a different work schedule are documented competing factors, and the record does not attribute the weight gain to PTSD.
  5. No record medically attributes worsening of the veteran's underlying obstructive sleep apnea to PTSD beyond natural progression.

Conclusion

For these reasons, it is less likely than not (less than a 50 percent probability) that the veteran's obstructive sleep apnea is aggravated beyond its natural progression by the veteran's service-connected PTSD. The record documents interrupted positive airway pressure use and fatigue, but it does not document objective worsening of the underlying obstructive sleep apnea or medical attribution of such worsening to PTSD. I am available to provide further explanation of this opinion.

[CLINICIAN: signature]

[CLINICIAN: name and degree]

[CLINICIAN: specialty and board certification]

[CLINICIAN: state license number]

[CLINICIAN: practice address and phone]

Date: [CLINICIAN: date]

I have reviewed the records listed above.

Review notes, outside the letter

Bold bracketed fields identify actions for the clinician. Review all drafted medical content, not only those fields. Correct, remove, or independently adopt the proposed reasoning before signing a final opinion. This packet does not verify a signature or make a draft ready to submit to VA.

FICTIONAL EXAMPLE. These invented records were processed through the Raven Nexus draft engine. No real veteran, clinician, or medical opinion is represented. Do not submit this example as evidence. This is an unreviewed working draft, not medical evidence. The clinician must independently review the records and literature, reach their own conclusion, and author or adopt any final opinion.

The source excerpts, dates and research identifiers are inserted by code. AI proposes source-attributed discussion and review questions, without deciding the medical conclusion. Discussion passes separate automated language and source-grounding checks; this is not medical validation. A quoted patient history stays patient history. A general research association does not establish causation for this fictional person.

No prior VA examiner opinion was supplied for this case, so no examiner identity or rebuttal is invented. Clinician fields remain blank for independent completion.

Every date, value and citation in this letter was traced to a supplied source and the reasoning passed an independent check. That is completeness, not medical validation. The clinician reviews the records and literature, changes what they disagree with, and signs only what they believe.

Clinical statements written from general medical knowledge rather than a cited source. By signing, the clinician adopts these as their own: - Obstructive sleep apnea involves repeated upper-airway obstruction during sleep. - Positive airway pressure prevents or reduces these obstructive events while the equipment is worn. - Removing the mask can reduce the effectiveness of treatment for the portion of sleep spent without therapy, but reduced treatment exposure does not by itself establish that the underlying airway disorder has become more severe. - To establish aggravation beyond natural progression, the record should show an increase in the severity or clinical burden of obstructive sleep apnea and should distinguish that increase from interrupted treatment, weight change, work schedule effects, and the expected course of the condition. - A general association between PTSD, disturbed sleep, weight change, and obstructive sleep apnea would not establish aggravation in this case without documentation that PTSD produced a worsening of this veteran's obstructive sleep apnea beyond its natural progression. - Daytime fatigue does not identify whether the cause is untreated apnea during mask removal, disrupted sleep, the changed work schedule, weight-related change, or progression of the underlying disorder.

FICTIONAL EXAMPLE. These invented records were processed through the Raven Nexus draft engine. No real veteran, clinician, or medical opinion is represented. Do not submit this example as evidence. This is an unreviewed working draft, not medical evidence. The clinician must independently review the records and literature, reach their own conclusion, and author or adopt any final opinion.

Fictional evidence appendix

R-A: Rating decision, dated 2016-03-22, page 1 Exact selected excerpt: “Service connection for PTSD is granted. No determination concerning sleep apnea is included in this fictional decision.”

R-B: Baseline sleep study, dated 2018-09-05, page 2 Exact selected excerpt: “Assessment: obstructive sleep apnea. The untreated diagnostic study reports an apnea-hypopnea index of 16 events per hour. Prescribed positive airway pressure is discussed at follow-up.”

R-C: Equipment follow-up, dated 2020-01-27, page 3 Exact selected excerpt: “The patient reports tolerating the prescribed mask and feeling rested after use. The note contains no repeat untreated sleep study and does not quantify the underlying condition's progression.”

R-D: Later sleep consultation, dated 2024-02-20, page 4 Exact selected excerpt: “The patient reports removing the mask during awakenings associated with nightmares. Daytime fatigue is reported. Weight gain and a different work schedule are also documented. The clinician requests assessment of equipment use and sleep history without attributing worsening to PTSD.”

Veteran-selected primary condition: PTSD. Service-connected status is not verified by this selection. Veteran-reported symptoms: Fatigue and difficulty keeping the mask on during disrupted sleep. Veteran-reported contrary or complicating facts: The later observations are not a comparable untreated diagnostic study. Equipment use, weight, and work schedule changed.

Questions for the clinician

Research candidates and exact source excerpts

No primary-source literature qualified for this exact connection question. No broader substitute is included.

Practitioner request and guide included with this draft

The code-prepared handoff below accompanies the recorded engine output. This does not regenerate or medically validate the fictional draft.

Request for an independent medical opinion

FICTIONAL EXAMPLE. These invented records were processed through the Raven Nexus draft engine. No real veteran, clinician, or medical opinion is represented. Do not submit this example as evidence.

Dear [VETERAN: Add your practitioner's name],

Would you review the medical evidence concerning Obstructive sleep apnea for my VA disability claim? The question is: Whether Obstructive sleep apnea would be less severe but for PTSD, including any interference with its treatment, separately from what caused its onset.

I used Raven Nexus to organize an AI-assisted working draft and an evidence appendix. These materials are preparation aids, not a medical opinion or a request for a signature without independent review. Please correct or remove anything you do not support, revise or replace the draft, and reach your own conclusion.

Automated completeness checks do not establish medical accuracy or your agreement with this draft. Please review the underlying records rather than relying on selected excerpts alone. The appendix identifies source material and research; original records are not automatically attached.

If you can assist, please let me know which records you need, whether an appointment is necessary, any fees, and your preferred process for returning your opinion. If you cannot assist or cannot reach a supported conclusion, please let me know. I am not asking you to guarantee a VA outcome.

Thank you for considering my request. [VETERAN: Add your name] [VETERAN: Add your preferred contact information] [VETERAN: Add the date]

Practitioner guide to reviewing this nexus draft

FICTIONAL EXAMPLE. These invented records were processed through the Raven Nexus draft engine. No real veteran, clinician, or medical opinion is represented. Do not submit this example as evidence.

Please independently evaluate the medical question below. The packet contains proposed AI-assisted discussion, selected source context, and completion prompts. You may revise, replace, or decline the draft. Clinician services and signatures are not supplied by Claim Raven.

Question for this review

Whether Obstructive sleep apnea would be less severe but for PTSD, including any interference with its treatment, separately from what caused its onset.

What VA is evaluating

For direct service connection, VA generally evaluates a current disability, an in-service event, injury or disease, and a link between them. For a secondary claim, the question concerns a link to an already service-connected disability. Qualifying presumptive claims may not require proof of individual causation. See the VA evidence guidance below; requirements depend on the claim.

Explain your conclusion using the case-specific clinical evidence and a medical explanation connecting the facts to your opinion. Identify the sources you relied upon. A list of records or study citations alone does not explain the relationship. The historical VA OIG report below discusses this distinction.

Practical review checklist

Confirm the diagnosis, clinical findings, chronology, and records actually reviewed. Separate the veteran's reported history from documented findings. Do not attest to examining or treating the veteran unless you did so.

Review the proposed research discussion. Explain which findings apply to this veteran and why, including important limitations and alternative explanations. Abstract review is not full-paper review. Studies and nonprecedential Board examples are not universal requirements for a valid opinion or proof of individual causation.

Use probability wording that reflects your independent conclusion, such as at least as likely as not or less likely than not, with medical reasons. No favorable answer is preselected. If an opinion cannot be reached without speculation, explain why, what remains unknown, and whether additional evidence or examination could help.

Separate aggravation assessment

Discuss whether the claimed condition would be less severe but for the primary condition, including any interference with its treatment, separately from causation. Describe the baseline severity, the current severity, relevant timing, and the evidence supporting that assessment. VA's claims manual, M21-1 V.ii.2.D (changed May 1, 2026), asks this but-for question and no longer considers natural progress in these claims. If a baseline cannot be established, explain the missing information rather than inventing a baseline. This review prompt does not decide legal entitlement.

Clinical statements you are adopting

The following sentences in the draft state general medical knowledge or clinical interpretation rather than a fact from a cited record or study. If you sign the letter, they become your statements. Revise or remove any you do not hold.

- Obstructive sleep apnea involves repeated upper-airway obstruction during sleep.

- Positive airway pressure prevents or reduces these obstructive events while the equipment is worn.

- Removing the mask can reduce the effectiveness of treatment for the portion of sleep spent without therapy, but reduced treatment exposure does not by itself establish that the underlying airway disorder has become more severe.

- To establish aggravation beyond natural progression, the record should show an increase in the severity or clinical burden of obstructive sleep apnea and should distinguish that increase from interrupted treatment, weight change, work schedule effects, and the expected course of the condition.

- A general association between PTSD, disturbed sleep, weight change, and obstructive sleep apnea would not establish aggravation in this case without documentation that PTSD produced a worsening of this veteran's obstructive sleep apnea beyond its natural progression.

- Daytime fatigue does not identify whether the cause is untreated apnea during mask removal, disrupted sleep, the changed work schedule, weight-related change, or progression of the underlying disorder.

Unresolved items in this draft

The automated checks have not listed an evidence-domain gap. This is not medical validation and does not replace your review.

Complete and return your opinion

Review all medical content, not just the bold completion fields. Edit the Word draft or write your own letter. Complete your name, relevant credentials, contact information, review details, signature and date. Remove bracketed instructions from your final clinician-authored letter after addressing them. Never sign a statement you do not support.

Return your document through an agreed private channel. The veteran retains the original working draft separately. Raven Nexus checks completeness; it does not authenticate a signature, establish clinical accuracy, or guarantee VA acceptance.

Sources and scope

Claim Raven educational guide, reviewed September 5, 2026. Not a VA form or VA endorsement. Practical checklist items are drafting aids, not a universal legal sufficiency test. Condition-specific forms and examiner qualifications may add requirements.

VA evidence requirements by claim type https://www.va.gov/disability/how-to-file-claim/evidence-needed/

VA OIG explanation of medical rationale, report dated March 9, 2022, pages 13 and 14 https://www.vaoig.gov/sites/default/files/reports/2022-03/VAOIG-21-02750-63.pdf

Separate example: checking a weak letter

I reviewed the records provided for this example. The patient reports recurring headaches after service. I believe these headaches are connected to service.

Records reviewed: needs attention

The letter mentions reviewing records but does not identify the records or dates. Ask the clinician to identify what they actually reviewed.

Medical reasoning: clinician review

The letter states a connection without explaining the reasoning. The tool can identify that gap; it cannot supply a clinician's medical judgment.

Accuracy: not established

No other records were supplied for this example. The review does not establish that the history or conclusion is correct.

Try it with your documents

An account includes one bounded starter assessment, without a card. Standard and Plus include full clinician packets, further assessments, source comparisons, and revisions. Clinician services are not included.

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