Knowledge-Gap Insights

Commercial Supporters

De‑identified knowledge‑gap insights aligned to learning objectives. Provided to you by the accredited CME provider. No learner‑level data. Independence preserved.

Disclosure: ChatCME generates insights for the accredited CME provider. The provider chooses what to share with supporters. ChatCME does not contract with or report directly to supporters.

What you get at a glance

  • De‑identified, aggregated insight briefs and exports prepared for the accredited provider
  • Knowledge‑gap themes and topic momentum mapped to learning objectives
  • Optional outcomes sections when the provider enables measured learning instruments
  • CSV and XLSX exports suitable for IME planning and grant reviews
  • A consistent narrative that supports independence and privacy

Example de-identified brief (illustrative)

An accredited CME provider can export an aggregated, de-identified brief that summarizes themes and momentum by objective—without learner-level data.

Top themes (by objective)

  • Objective 1: Diagnostic workup questions recurring across activities
  • Objective 2: Treatment sequencing and contraindications
  • Objective 3: Monitoring, follow-up, and escalation triggers

Momentum (over time)

  • Rising topics: newly emerging sub-questions
  • Persistent gaps: repeated questions month-to-month
  • Evidence engagement: citation opens by theme (aggregate)

What is (and isn't) included

  • Aggregated counts and trends only
  • Small-N suppression for cohorts
  • No learner-level data or raw transcripts

You receive

Aggregated, de-identified themes and objective-aligned trends prepared by the accredited provider.

We suppress

Small cohorts and sensitive slices to reduce re-identification risk.

You never receive

Learner-level reporting, raw transcripts, or editorial/configuration access.

Why this matters

ChatCME embedded in independent CME programs surfaces what clinicians are actually asking, where they seek clarification, and which concepts need reinforcement. The platform turns those real, in‑activity questions and interactions into privacy‑preserving insight that accredited providers can share with supporters to inform grant strategy and educational planning. When measured learning instruments are enabled, providers can include knowledge and competence results with clear labeling and sample sizes.

What you will see

See analytics dashboard →

Themes and gaps

Top question clusters and areas that need clarification, filterable by activity, therapeutic area, and time period

Momentum

Rising, stable, and falling topics based on question volume and engagement patterns

Intent mix

Proportions of questions related to diagnosis, treatment selection, dosing, adverse events, monitoring, and other intents

Evidence‑use signals

Citation opens and reference interactions inside the activity

Optional outcomes measures

When enabled by the provider, knowledge gain and competence shift with N, methods, and confidence intervals

Examples of common cardiology categories that have appeared in de‑identified reports include HFpEF versus HFrEF therapy choices, advanced diuretic protocols, cardiac amyloidosis testing, and intravenous iron rationale. These categories illustrate how insights are framed as themes and mapped to objectives, not as individual learner data.

What you will not see

  • No learner‑level or identifiable data
  • No targeting, remarketing, or outreach lists
  • No access to editorial controls, prompts, or model configurations
  • No influence on activity content before, during, or after delivery

Deliverables

Insight brief

A concise narrative of gaps, momentum, and implications tied to learning objectives

Theme tables and exports

CSV or XLSX with labeled themes, counts, momentum, and representative de‑identified question snippets

See export fields →

Periodic roll‑ups

Time‑based views across activities with trend lines and comparisons

Optional outcomes appendix

Knowledge and competence results when enabled by the provider, with sample sizes and method notes

Provider‑facing briefs organize recurring learner questions, response themes, popular content focus areas, and gap‑driven recommendations. The version shared with supporters remains aggregated and de‑identified.

How it works

See how insights are generated →

  1. 1.

    Collect

    Within each accredited activity, ChatCME captures de‑identified question and interaction signals. See how questions are captured.

  2. 2.

    Aggregate

    Signals are clustered into themes, mapped to learning objectives, and organized by activity, therapeutic area, and time window. See analytics processing.

  3. 3.

    Share

    The accredited provider reviews and decides what to share with supporters. Optional outcomes measures are included only when the provider enables them. View reporting options.

Aggregated reports highlight recurring clinician questions and translate them into clear educational next steps. Examples include HF subtype selection, diuresis strategies, amyloidosis workups, and intravenous iron rationale.

Independence and privacy

Security & privacy details →

  • The accredited CME provider controls content, scope, and guardrails
  • Supporters receive only de‑identified, aggregated analytics that meet privacy thresholds
  • No learner‑level reporting and no PHI is required for CME use cases
  • Small‑N suppression is applied to protect privacy
  • Boundaries follow independence policies and CME standards

Methods and labels (optional module)

If the accredited provider enables measured learning instruments, your reports can include a short “Methods and labels” legend:

Objective

Scored pre and post knowledge checks with paired analysis and sample sizes

Subjective

Competence or self‑efficacy scales reported as mean change with confidence intervals

Follow‑up

Commitment‑to‑change implementation at 30 to 60 days with leading barriers

Proxy

Behavioral indicators such as citation opens and reference interactions

Each figure shows N, date range, and a clear method note

Frequently asked questions

Request a demo

We will walk your team and the accredited provider through a de‑identified insights brief, theme tables, and the options for adding measured learning outcomes.

Request a demo