ARTIFICIAL INTELLIGENCE ASSISTED PHYSICIAN SKILL ACCREDITATION
A diagnostic exam review system is configured to assign queues of diagnostic exams for interpretation by medical professionals. The diagnostic exams are reviewed and recorded in patient files. Some of the exams are reviewed by a second medical professional to determine if the interpretations match. The medical professionals are scored based on whether their interpretations agree, indicating their skill in interpreting a particular type of diagnostic exam. The scores are used to rank medical professionals based on their level of skill.
1 . A diagnostic exam review system comprising:
a diagnostic exam data store;
a medical professional performance data store;
at least one processor; and
at least one system memory encoding instructions which, when executed by the at least one processor, cause the system to:
assign queues of diagnostic exams for each of a plurality of medical professionals to interpret, the diagnostic exams including both unreviewed diagnostic exams and reviewed diagnostic exams;
communicate the queues of diagnostic exams to computing devices operated by each of the plurality of medical professionals;
receive interpretations for each of the diagnostic exams from the computing devices operated by the medical professionals;
analyze the interpretations of the diagnostic exams to determine whether at least two medical professionals' interpretations are consistent with one another; and
score the diagnostic exams based on the analysis.
2 . The diagnostic exam review system of claim 1 , wherein the diagnostic exam data store comprises:
unreviewed diagnostic exams that have not yet been interpreted by a medical professional;
reviewed diagnostic exams that have been interpreted by one medical professional; and
multiple-review diagnostic exams that have been interpreted by at least two medical professionals.
3 . The diagnostic exam review system of claim 1 , wherein the medical professional performance data store comprises scores and rankings for medical professionals.
4 . The diagnostic exam review system of claim 1 , further comprising instructions that cause the system to:
receive a plurality of unreviewed diagnostic exams from one or more data sources; and
store the unreviewed diagnostic exams in the diagnostic exam data store.
5 . The diagnostic exam review system of claim 1 , further comprising instructions that cause the system to:
record the interpretations of the diagnostic exams in an electronic medical record system;
record the interpretations of the diagnostic exams that have been reviewed by one medical professional in the diagnostic exam data store as reviewed diagnostic exams; and
record the interpretations of the diagnostic exams that have been reviewed by two or more medical professionals in the diagnostic exam data store as multiple-read diagnostic exams.
6 . The diagnostic exam review system of claim 1 , further comprising instructions that cause the system to:
analyze, with an automated diagnostic exam analyzing system, the unreviewed diagnostic exams.
7 . The diagnostic exam review system of claim 1 , wherein scoring comprises:
not changing the scores of each medical professional when the interpretations agree; and
adjusting the scores of each medical professional based on which interpretations are in agreement when not all interpretations agree.
8 . The diagnostic exam review system of claim 1 , wherein the queues of diagnostic exams for multiple over-read include from about 5% to about 15% previously reviewed diagnostic exams.
9 . The diagnostic exam review system of claim 1 , further comprising instructions that cause the system to:
rank the plurality of medical professionals based on the scores; and
record the ranking in the medical professional performance data store.
10 . The diagnostic exam review system of claim 1 , further comprising instructions that cause the system to:
identify one or more of the plurality of medical professionals requiring additional training based on the scores; and
report the one or more of the plurality of medical professionals to an administrator computing system, the report including the scores.
11 . The diagnostic exam review system of claim 10 , further comprising instructions that cause the system to:
assign additional reviewed diagnostic exams to the one or more of the plurality of medical professionals to provide additional training or scoring.
12 . The diagnostic exam review system of claim 9 , further comprising instructions that cause the system to:
select reviewed and multiple-review diagnostic exams interpreted by medical professionals based on the rank of the medical professionals; and
communicate the reviewed and multiple-review diagnostic exams to an automated diagnostic exam analyzing system.
13 . A computer-implemented method of managing medical professional skill accreditation, the method comprising:
receiving a diagnostic exam at a diagnostic exam review system from a data source;
assigning the diagnostic exam to a first medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the first medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the first medical professional;
recording the primary interpretation of the diagnostic exam in an electronic medical record system;
determining whether the diagnostic exam should be over-read for scoring on the primary interpretation;
when the diagnostic exam should be over-read, assigning the diagnostic exam to a second medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the second medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the second medical professional;
determining, at the diagnostic exam review system, if the primary interpretation of the first medical professional agrees with the primary interpretation of the second medical professional;
when the primary interpretations of the first medical professional and second medical professional disagree, the diagnostic exam is assigned to a third medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the third medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the third medical professional;
determining, at the diagnostic exam review system, if the primary interpretation of the first medical professional agrees with the primary interpretation of the third medical professional;
scoring each medical professional's primary interpretation; and
recording the scores in a medical professional performance data store.
14 . The method of claim 13 , wherein scoring comprises:
awarding the first medical professional and second medical professional zero points when their primary interpretations agree;
awarding the first medical professional one point, the second medical professional negative two points, and the third medical professional one point when the first and third medical professional agree and the second medical professional disagrees with the primary interpretation of the diagnostic exam; and
awarding the first medical professional negative two points, the second medical professional one point, and the third medical professional one point when the second and third medical professional agree and the first medical professional disagrees with the primary interpretation of the diagnostic exam.
15 . The method of claim 13 , wherein scoring comprises:
awarding the first medical professional one point, the second medical professional negative two points, and the third medical professional one point when the first and third medical professional agree and the second medical professional disagrees with the primary interpretation of the diagnostic exam;
awarding the first medical professional negative two points, the second medical professional one point, and the third medical professional one point when the second and third medical professional agree and the first medical professional disagrees with the primary interpretation of the diagnostic exam;
awarding the first medical professional one point, the second medical professional one point, and the third medical professional negative two points when the first and second medical professional agree and the third medical professional disagrees with the primary interpretation of the diagnostic exam; and
awarding the first medical professional, second medical professional, and third medical professional zero points when their primary interpretations agree.
16 . The method of claim 13 , further comprising:
receiving a secondary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the first medical professional, wherein the secondary interpretation is directed to a different aspect of the diagnostic exam than the primary interpretation;
recording the secondary interpretation of the diagnostic exam in an electronic medical record system;
determining whether diagnostic exam should be over-read for training on the secondary interpretation;
if the diagnostic exam should be over-read for training, assigning the diagnostic exam to a second medical professional for secondary interpretation;
communicating the diagnostic exam to a computing device operated by the second medical professional;
receiving a secondary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the second medical professional;
determining, at the diagnostic exam review system, if the secondary interpretation of the first medical professional agrees with the secondary interpretation of the second medical professional;
if the secondary interpretations of the first medical professional and second medical professional disagree, the diagnostic exam is assigned to a third medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the third medical professional;
receiving a secondary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the third medical professional;
determining, at the diagnostic exam review system, if the secondary interpretation of the first medical professional agrees with the primary interpretation of the third medical professional;
scoring each medical professional's secondary interpretation; and
recording the scores in a medical professional performance data store.
17 . The method of claim 13 , further comprising ranking each of the medical professionals based on the scores and recording the ranking in the medical professional performance data store.
18 . The method of claim 13 , further comprising:
identifying one or more of the plurality of medical professionals requiring additional training based on the scores;
reporting the one or more of the plurality of medical professionals to an administrator computing system; and
assigning additional reviewed diagnostic exams to the one or more of the plurality of medical professionals to provide additional training.
19 . The method of claim 17 , further comprising:
selecting reviewed and multiple-reviewed diagnostic exams interpreted by medical professionals based on the rank of the medical professionals; and
communicating the over-read diagnostic exams to an artificial intelligence diagnostic exam analyzing system.
20 . A non-transitory machine-readable storage medium, comprising computer executable instructions that, when executed by a computing system, cause the computing system to perform a method comprising:
receiving a diagnostic exam at a diagnostic exam review system from a data source;
assigning the diagnostic exam to a first medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the first medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the first medical professional;
recording the primary interpretation of the diagnostic exam in an electronic medical record system;
determining whether the diagnostic exam should be over-read for training or scoring on the primary interpretation;
when the diagnostic exam should be over-read, assigning the diagnostic exam to a second medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the second medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the second medical professional;
determining, at the diagnostic exam review system, if the primary interpretation of the first medical professional agrees with the primary interpretation of the second medical professional;
when the primary interpretations of the first medical professional and second medical professional disagree, the diagnostic exam is assigned to a third medical professional for interpretation;
communicating the diagnostic exam to a computing device operated by the third medical professional;
receiving a primary interpretation of the diagnostic exam at the diagnostic exam review system from the computing device operated by the third medical professional;
determining, at the diagnostic exam review system, if the primary interpretation of the first medical professional agrees with the primary interpretation of the third medical professional;
scoring each medical professional's primary interpretation;
recording the scores in a medical professional performance data store; and
ranking each of the medical professionals based on the scores and recording the ranking in the medical professional performance data store.