Smart radiology imaging appointment scheduling
A computer-implemented method and system train a model of imaging examinations based on data representing a plurality of historical imaging examinations, and generate, using the model of imaging examinations and a current schedule of imaging appointments, a schedule recommendation. The schedule recommendation recommends an imaging appointment within the current schedule of imaging appointments. The current schedule of imaging appointments may be updated based on the schedule recommendation, such as by adding the recommended imaging appointment to the current schedule or by modifying an existing imaging appointment in the current schedule. The schedule recommendation may be generated in response to a request or dynamically.
1 . A method performed by at least one computer processor executing computer program instructions stored on at least one non-transitory computer-readable medium, the method comprising:
(A) training a model of imaging examinations based on data representing a plurality of historical imaging examinations, wherein the training comprises:
(i) generating at least one vector from the data representing the plurality of historical imaging examinations, each vector representing a plurality of parameters representing examination characteristics; and
(ii) applying a learning algorithm to the at least one vector to produce the model of imaging examinations; and
(B) generating, using an imaging provider model comprising the model of imaging examinations and a current schedule of imaging appointments, a schedule recommendation, wherein the imaging provider model provides a dynamic representation of a current state of an imaging provider, and wherein the schedule recommendation recommends a imaging appointment within the current schedule of imaging appointments.
2 . The method of claim 1 , wherein (B) further comprises updating the current schedule of imaging appointments based on the schedule recommendation, thereby generating a modified schedule of imaging appointments.
3 . The method of claim 2 , wherein updating the current schedule of imaging appointments based on the schedule recommendation comprises adding the imaging appointment to the current schedule of imaging appointments, thereby generating the modified schedule of imaging appointments.
4 . The method of claim 2 , wherein updating the current schedule of imaging appointments based on the schedule recommendation comprises modifying an existing imaging appointment within the current schedule of imaging appointments based on the schedule recommendation, thereby generating the modified schedule of imaging appointments.
5 . The method of claim 1 , further comprising:
(C) before performing (B), receiving a first request to schedule the imaging appointment, wherein the first request includes a plurality of descriptors associated with the imaging appointment; and
wherein (B) further comprises generating the schedule recommendation based on the first request.
6 . The method of claim 5 , wherein the plurality of descriptors comprises: a descriptor representing an imaging protocol requested to be used to perform an imaging examination in the imaging appointment.
7 . The method of claim 5 , wherein the plurality of descriptors comprises: a descriptor representing at least one property of a patient on which an imaging examination is to be performed in the imaging appointment.
8 . The method of claim 1 , wherein the schedule recommendation comprises a recommendation to change at least one of a start time, a duration, a scanner, or an imaging protocol of an imaging appointment within the current schedule of imaging appointments.
9 . The method of claim 1 , further comprising:
(C) before performing (B), receiving a first request to schedule the imaging appointment, wherein the first request includes a plurality of descriptors associated with the imaging appointment;
wherein (B) further comprises: identifying, based on the first request and the model of imaging examinations, a recommended imaging protocol; and generating the schedule recommendation based on the first request and the recommended imaging protocol; wherein the schedule recommendation comprises a recommendation for the imaging appointment to use the recommended imaging protocol.
10 . The method of claim 9 , wherein identifying the recommended imaging protocol comprises generating the recommended imaging protocol based on the first request and the model of imaging examinations.
11 . The method of claim 1 , wherein (B) further comprises: modifying an existing imaging protocol to produce a modified imaging protocol that differs from the existing imaging protocol; and generating the schedule recommendation to recommend that the imaging appointment use the modified imaging protocol.
12 . The method of claim 1 , wherein the data representing the plurality of historical imaging examinations comprises, for each historical imaging examination in the plurality of historical imaging examinations, a duration of the historical imaging examination.
13 . The method of claim 1 , wherein the data representing the plurality of historical imaging examinations further comprises, for each historical imaging examination in the plurality of historical imaging examinations, an imaging protocol that was used to perform the historical imaging examination.
14 . The method of claim 1 , wherein the data representing the plurality of historical imaging examinations further comprises, for each historical imaging examination in the plurality of historical imaging examinations, data representing characteristics of a patient on which the historical imaging examination was performed.
15 . The method of claim 1 , wherein the data representing the plurality of historical imaging examinations further comprises, for each historical imaging examination in the plurality of historical imaging examinations, data representing characteristics of a scanner that was used to perform the historical imaging examination.
16 . The method of claim 1 , wherein the schedule recommendation includes at least one of a recommended start time of the imaging appointment, a recommended duration of the imaging appointment, or a recommended scanner of the imaging appointment.
17 . The method of claim 1 , wherein the schedule recommendation includes a recommended imaging protocol of the imaging appointment.
18 . The method of claim 17 : wherein the current schedule of imaging appointments includes a imaging appointment is associated with a first protocol descriptor describing a first imaging protocol, wherein the recommended imaging protocol represents at least one alternative protocol in relation to the first imaging protocol.
19 . The method of claim 1 , wherein the schedule recommendation includes a descriptor that is not labeled in the data representing the plurality of historical imaging examinations.
20 . A system comprising at least one non-transitory computer-readable medium having computer program instructions stored thereon, the computer program instructions being executable by at least one computer processor to perform a method, the method comprising:
(A) training a model of imaging examinations based on data representing a plurality of historical imaging examinations, wherein the training comprises:
(i) generating at least one vector from the data representing the plurality of historical imaging examinations, each vector representing a plurality of parameters representing examination characteristics; and
(ii) applying a learning algorithm to the at least one vector to produce the model of imaging examinations; and
(B) generating, using an imaging provider model comprising the model of imaging examinations and a current schedule of imaging appointments, a schedule recommendation, wherein the imaging provider model provides a dynamic representation of a current state of an imaging provider, and wherein the schedule recommendation recommends a imaging appointment within the current schedule of imaging appointments.