Product layer / Building

The evidence created during translation.

The Synset Evidence Record preserves the model versions, gaps, interventions, protocols, results, limitations, and regression cases created during translation and hardening.

This is an illustrative product preview, not customer evidence, a regulatory record, or a generally available evidence-operations platform.

Primary schema

Follow the decision, not just the file.

  1. 01Objective
  2. 02Gap
  3. 03Intervention
  4. 04Protocol
  5. 05Result
  6. 06Status

Illustrative record preview

Every identifier and model reference below is fictional. The records demonstrate structure and status semantics, not completed Synset customer outcomes.

SYN-ER-ILL-001

Longitudinal renal-trend documentation

Gap identifiedIntervention plannedHeld-out test not run
Objective
Represent an available renal-function trend when evidence is distributed across outpatient visits.
Gap
The illustrative prototype underweights the trend when an earlier result and delayed documentation are separated across the chart.
Intervention
Build a checked synthetic hardening cohort spanning timing, missingness, note order, and wording conditions; freeze the adaptation path before final evaluation.
Protocol
Compare original and candidate checkpoints on locked, customer-controlled real data under prespecified success and no-regression criteria.
Result
No candidate has been evaluated. No model-improvement result is recorded.
Traceability

Illustrative objective, gap, cohort design, intervention owner, evaluation protocol, and claim boundary remain linked under one record ID.

Version history

Example baseline DOC-DEMO-0.8. Candidate version does not exist in this illustration.

Artifact references

Proposed references include a scenario manifest, hardening cohort manifest, expected-behavior rubric, and locked protocol.

Remaining evidence gaps

Training access, label adequacy, holdout availability, thresholds, subgroup scope, and clinical review remain unresolved.

Regression links

The proposed renal-trend family would become a fixed regression suite only after the case definition and scoring rule are approved.

SYN-ER-ILL-002

Documentation wording robustness

Gap identifiedEvidence incomplete
Objective
Keep model behavior stable when wording changes but the underlying structured evidence does not.
Gap
The illustrative response changes confidence when equivalent evidence is expressed with different documentation density and phrasing.
Intervention
Reserve controlled wording variants for diagnosis and regression work; determine whether training, calibration, or workflow changes are justified.
Protocol
Freeze wording families, expected behavior, and scoring rules before comparing model versions.
Result
No intervention has been selected and no held-out comparison has been run.
Traceability

The gap remains linked to its controlled scenario family and the model-facing evidence held constant across variants.

Version history

Illustrative baseline version only. No candidate checkpoint or production version is represented.

Artifact references

Potential artifacts include wording variants, prompt exports, imported responses, scoring summaries, and a use-limit statement.

Remaining evidence gaps

Correctability, intervention ownership, real-data coverage, success criteria, and no-regression criteria remain open.

Regression links

The controlled variants may become fixed regression cases after review; they are not yet an active customer suite.

SYN-ER-ILL-003

Future model-update regression

Review requiredHeld-out test not run
Objective
Preserve a previously defined evidence condition through a future model, prompt, or workflow update.
Gap
A regression family has been proposed, but no updated model or completed comparison exists in this preview.
Intervention
Customer-managed system update with the affected cases retained as a fixed, versioned regression suite.
Protocol
Rerun the frozen suite, compare against predefined tolerance, and classify the result as within threshold, regression detected, review required, or outside tolerance.
Result
Illustrative schema only. No customer result, approval, or release decision is represented.
Traceability

The proposed test links a declared system change to the case version, scoring rule, tolerance, and review decision.

Version history

No real model versions are included. Version identifiers would be customer-specific and access-controlled.

Artifact references

Potential references include the frozen case suite, change manifest, score comparison, reviewer note, and remaining-risk summary.

Remaining evidence gaps

The system change, tolerance, evaluation owner, and escalation path have not been defined.

Regression links

No active regression run is linked. This record demonstrates the intended traceability structure only.

Today

What exists today

  • structured engagement reports
  • gap and coverage maps
  • targeted scenario packages
  • hardening cohort manifests
  • intervention records
  • regression artifacts
  • held-out evaluation report templates

Building

What the platform will add

  • persistent model and intervention traceability
  • version history
  • evidence-gap tracking
  • review workflows
  • linked regression results
  • updates tied to future model changes

See the translation workflow behind a record.

The illustrative report shows how a measured gap becomes an intervention and held-out evaluation plan without claiming a completed improvement result.

View sample reportReview evaluation discipline