Free CI Practice Questions

Question 1

Since an external laboratory joined a health information exchange, a patient's sodium trend graph has shown abrupt changes between measurements collected minutes apart. Review of the original reports identifies one serum specimen and one random urine specimen, both reported in mmol/L. Patient identifiers, numeric results, and collection times were transmitted correctly. What most likely caused these results to appear in the same clinical trend series?

Accepted Answer

The terminology mapping collapsed different specimen systems into one concept.

Answer

The interface applied a mass-to-molar conversion to one laboratory's results.

Answer

The receiving system substituted result-release times for specimen collection times.

Answer

The patient-matching service combined observations belonging to two different patients.

Question 2

A medication-duplication warning interrupts prescribing repeatedly during documented transitions between orders whose administration periods do not overlap. Clinical review finds these warnings nonactionable. Warnings for unintended concurrent therapy, however, still prompt useful corrections. The informatics team can reliably distinguish these two situations. Which redesign best preserves the warning's clinical value?

Accepted Answer

Suppress nonoverlapping-transition warnings while retaining warnings for unintended concurrent therapy.

Answer

Require pharmacist authorization before a prescriber can override any duplication warning.

Answer

Retain both triggers and send prescribers monthly reports comparing their override rates.

Answer

Replace both interruptive warnings with passive information on the medication review screen.

Question 3

At 02:15, the incident team confirms active ransomware encryption on EHR servers, and electronic ordering becomes unavailable. Engineers can isolate the affected server segment without disabling bedside equipment. The emergency department is treating critically ill patients; its monitors and pumps remain functional, and staff have rehearsed offline ordering and medication documentation. Which immediate response best balances containment with clinical continuity?

Accepted Answer

Isolate the affected segment and activate the rehearsed clinical downtime procedures.

Answer

Keep the affected servers connected until staff have transcribed all current orders.

Answer

Restore the latest backup before initiating the emergency department's offline workflows.

Answer

Power down all clinical systems, including bedside devices, to maximize containment.

Question 4

A ward-deterioration model is intended to generate predictions at 08:00 each day. Retrospective validation yields an AUROC of 0.94 using separate patients for development and testing. The feature query selects laboratory results by specimen collection time: a sample collected at 07:30 is included even when its result first became available in the EHR at 09:30. How should the validation be corrected before interpreting its performance?

Accepted Answer

Reconstruct predictors from information available in the EHR by 08:00.

Answer

Partition patients by hospital while retaining the current specimen-time feature query.

Answer

Recalibrate predicted probabilities while retaining all features selected by the current query.

Answer

Increase regularization and repeat validation using the same laboratory feature definitions.

Question 5

A capitated health system is deciding whether to renew a laboratory-ordering intervention for another year. Continuing it will avoid 10,000 unnecessary tests. Each avoided test saves $4 in purchased supplies; the accounting system also allocates $12 of fixed overhead per test, but total overhead and staffing expenditures will not change. Renewal costs $25,000. Last year's $40,000 implementation payment is nonrecoverable, and revenue will be unchanged. What is the intervention's incremental cash benefit for the coming year, before taxes?

Accepted Answer

A $15,000 increase in cash.

Answer

A $25,000 decrease in cash.

Answer

A $40,000 increase in cash.

Answer

A $135,000 increase in cash.

Question 6

An outside cardiologist treating a patient requests prior laboratory results and medication records through a verified secure exchange. The hospital's disclosure gateway releases only the latest summary, citing HIPAA's minimum necessary requirement. The recipient's identity and treatment purpose have been verified; hospital policy permits the disclosure, and no additional legal restriction or agreed restriction applies. Which response is appropriate under the HIPAA Privacy Rule?

Accepted Answer

Release the requested records; the minimum necessary limitation does not apply to this treatment disclosure.

Answer

Hold the additional records until the patient signs an authorization identifying each requested category.

Answer

Release only records listed in a minimum necessary checklist, even after verifying the treatment purpose.

Answer

Require a business associate agreement with the treating cardiologist before releasing the additional records.

Question 7

A hospital is estimating the yield of pharmacist review for an acute kidney injury alert. In a fully followed validation cohort of 1,000 adult admissions, 50 patients develop the specified outcome within 48 hours. At the proposed threshold, sensitivity is 80% and specificity is 90%. Each alert-positive patient receives one review. Approximately what proportion of those reviews will concern a patient who develops the outcome?

Accepted Answer

30%; most reviewed patients will not develop acute kidney injury.

Answer

80%; review yield is determined by the alert's sensitivity.

Answer

90%; specificity gives the proportion of alerts followed by the outcome.

Answer

5%; selecting flagged patients does not change the outcome frequency of the group reviewed.

Question 8

The pharmacy system commits a new medication order, but its acknowledgment is lost during a network interruption. The sending system retries the unchanged request with the same unique order identifier. The pharmacy system then creates a second active order. Legitimate new orders receive different identifiers. Which receiver behavior would prevent this failure without giving up reliable retries?

Accepted Answer

Recognize the previously processed identifier and return its existing result without another order.

Answer

Extend the acknowledgment timeout and process every request received after that interval.

Answer

Assign a new local order number whenever a request arrives after a connection failure.

Answer

Reject repeat transmissions and require the prescriber to enter a replacement order manually.

Question 9

Barcode medication administration has low uptake on a pediatric ward despite strong staff support. Nurses demonstrate the complete workflow correctly in observed simulations. During medication rounds, an observer finds that functioning scanners are repeatedly unavailable because the same carts are assigned elsewhere. The implementation lead has funding for one immediate intervention. Where should that funding go?

Accepted Answer

Ensure functioning scanners are available at the bedside throughout medication rounds.

Answer

Require nurses to repeat observed competency testing before using the workflow.

Answer

Introduce individual performance incentives tied to the percentage of doses scanned each shift.

Answer

Expand peer-champion presentations explaining how scanning reduces medication administration errors.

Question 10

An external validation report for a 30-day readmission model shows an AUROC of 0.88. In three large groups with average predicted risks of 5%, 15%, and 30%, the observed readmission frequencies are 2%, 6%, and 12%, respectively. Follow-up is complete, and confidence intervals around those observed frequencies are narrow. Which conclusion is supported by this combination of findings?

Accepted Answer

The model discriminates above chance but systematically overestimates absolute risk.

Answer

The model ranks readmissions poorly despite its high AUROC.

Answer

The model is calibrated, but its alert threshold is too low.

Answer

The discrepancies establish that the definition of a readmission changed between development and validation hospitals.

Free CI Practice Questions

Domain 1: Fundamental Knowledge and Skills 20% of exam

Question 1

Question 2

Domain 2: Improving Care Delivery and Outcomes 30% of exam

Question 3

Question 4

Question 5

Domain 3: Enterprise Information Systems 15% of exam

Question 6

Question 7

Domain 4: Data Governance and Data Analytics 15% of exam

Question 8

Domain 5: Leadership and Professionalism 20% of exam

Question 9

Question 10

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