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公开(公告)号:US20230140055A1
公开(公告)日:2023-05-04
申请号:US18051840
申请日:2022-11-01
Applicant: Dexcom, Inc.
Inventor: Simone FACCIOLI , Andrea FACCHINETTI , Simone DEL FAVERO , Francisco PRENDIN , Giovanni SPARACINO
Abstract: Certain aspects of the present disclosure relate to methods and systems for providing decision support around glucose management for patients with diabetes. Time-varying inputs including blood glucose, meal intake information, and amount of infused insulin are processed using a machine learning model to obtain predicted glucose levels for a plurality of prediction horizons and uncertainties for the predictions. A confidence interval is generated for each prediction and the confidence intervals are compared to hypo- and hyperglycemic thresholds. If a confidence interval is entirely below or entirely above the hypo- and hyperglycemic thresholds, respectively, then a decision support output is provided.
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公开(公告)号:US20220071519A1
公开(公告)日:2022-03-10
申请号:US17291158
申请日:2019-11-06
Applicant: DexCom, Inc.
Inventor: Giovanni SPARACINO , Nunzio CAMERLINGO , Martina VETTORETTI , Andrea FACCHINETTI , Simone DEL FAVERO , Giacomo CAPPON
Abstract: Mitigation of the risk of prolonged hypoglycemia in T1D management requires patient to assume a small dose of fast-acting carbohydrates, called hypotreatment (HT), as soon as hypoglycemia is detected. This invention consists in a method that, on the basis of the datastream generated by a continuous glucose monitoring (CGM) sensor, triggers the assumption of preventive HTs i.e., snacks that, being quickly absorbed into the circulation, avoid, or at least mitigate, a forthcoming hypoglycemic event. The method resorts to the “dynamic risk” (DR) non-linear function, which combines current glycemia with its rate-of-change provided by CGM, adapted to distinguish the severity of the about-to-happen hypoglycemia. The method has been tested in a simulated realistic scenario. Results show that the administration of an HT in advance, as triggered by the new method, brings to a strong reduction of the time that a patient would have spent in hypoglycemia assuming the HT at hypoglycemic threshold crossing.
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公开(公告)号:US20250032710A1
公开(公告)日:2025-01-30
申请号:US18783288
申请日:2024-07-24
Applicant: Dexcom, Inc. , UNIVERSITÀ DEGLI STUDI DI PADOVA
Inventor: Jacopo PAVAN , Giulia NOARO , Andrea FACCHINETTI , Giovanni SPARACINO , Simone DEL FAVERO , Domenico SALVAGNIN
Abstract: In an embodiment, a system for of preventively treating hypoglycemia includes a continuous glucose monitoring (CGM) sensor system configured to generate measurements associated with a current glucose level of a patient. The system further includes one or more memories comprising executable instructions and one or more processors in data communication with the one or more memories. The one or more processors are configured to execute the executable instructions to receive, from the CGM sensor system, one or more measurements associated with the current glucose level of the patient and compute a sequence of preventive hypoglycemia treatments over a future time period based on the one or more measurements and a prediction of glucose control to be produced by the sequence. The one or more processors are further configured to prompt the patient with a first preventive hypoglycemia treatment in the sequence of preventive hypoglycemia treatments.
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公开(公告)号:US20240197260A1
公开(公告)日:2024-06-20
申请号:US18068400
申请日:2022-12-19
Applicant: Dexcom, Inc.
Inventor: Nunzio CAMERLINGO , Ilaria SIVIERO , Martina VETTORETTI , Simone DEL FAVERO , Giovanni SPARACINO , Andrea FACCHINETTI
IPC: A61B5/00
CPC classification number: A61B5/7203 , A61B5/0004 , A61B5/725 , A61B5/14532
Abstract: Certain aspects of the present disclosure relate to methods and systems for noise reduction in analyte data. Raw analyte data is input into a partitioning algorithm to generate partitioned data. An adaptive filter generates rough filtered partitions reducing a noise component in each partition of the partitioned data. A smoothing algorithm smooths the rough filtered partitions to generate smooth filtered data with reduced noise.
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公开(公告)号:US20240188899A1
公开(公告)日:2024-06-13
申请号:US18425393
申请日:2024-01-29
Applicant: Dexcom, Inc.
Inventor: Giovanni SPARACINO , Claudio COBELLI , Stefania GUERRA , Andrea FACCHINETTI , Michele SCHIAVON
CPC classification number: A61B5/7275 , A61B5/14532 , A61B5/743 , A61B5/746 , G16H50/30 , A61B5/7405 , A61B5/7455
Abstract: A device for generating alerts for Hypo and Hyperglycemia Prevention from Continuous Glucose Monitoring (CGM) determines a dynamic risk based on both information of glucose level and a trend obtainable from a CGM signals. The device includes a display whose color depends on the DR (for example, red for high DR, green for low risk). When DR exceeds a certain threshold, alerts are generated to suggest the patient to pay attention to the current glucose reading and to its trend, both of which are shown on the display in numbers and symbols (e.g. an arrow with different slope or color).
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6.
公开(公告)号:US20230210474A1
公开(公告)日:2023-07-06
申请号:US18179594
申请日:2023-03-07
Applicant: Dexcom, Inc.
Inventor: Hari HAMPAPURAM , Anna Leigh DAVIS , Naresh C. BHAVARAJU , Apurv Ullas KAMATH , Claudio COBELLI , Giovanni SPARACINO , Andrea FACCHINETTI , Chiara ZECCHIN
CPC classification number: A61B5/746 , A61B5/14532 , A61B5/0022 , A61B5/0004 , A61B5/7275 , A61B5/0031 , A61B5/14503 , A61B5/4848 , A61B5/4866 , A61B5/7221 , A61B5/002
Abstract: Systems and methods for providing sensitive and specific alarms indicative of glycemic condition are provided herein. In an embodiment, a method of processing sensor data by a continuous analyte sensor includes: evaluating sensor data using a first function to determine whether a real time glucose value meets a first threshold; evaluating sensor data using a second function to determine whether a predicted glucose value meets a second threshold; activating a hypoglycemic indicator if either the first threshold is met or if the second threshold is predicted to be met; and providing an output based on the activated hypoglycemic indicator.
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公开(公告)号:US20230210412A1
公开(公告)日:2023-07-06
申请号:US18182444
申请日:2023-03-13
Applicant: Dexcom, Inc.
Inventor: Claudio COBELLI , Simone DEL FAVERO , Andrea FACCHINETTI , Giovanni SPARACINO
IPC: A61B5/145 , A61B5/00 , A61B5/1495 , G16H10/40 , G16H50/30
CPC classification number: A61B5/14532 , A61B5/1451 , A61B5/1495 , A61B5/7203 , A61B5/7264 , A61B5/7289 , G16H10/40 , G16H50/30
Abstract: Continuous Glucose Monitoring (CGM) devices provide glucose concentration measurements in the subcutaneous tissue with limited accuracy and precision. Therefore, CGM readings cannot be incorporated in a straightforward manner in outcome metrics of clinical trials e.g. aimed to assess new glycaemic-regulation therapies. To define those outcome metrics, frequent Blood Glucose (BG) reference measurements are still needed, with consequent relevant difficulties in outpatient settings. Here we propose a “retrofitting” algorithm that produces a quasi continuous time BG profile by simultaneously exploiting the high accuracy of available BG references (possibly very sparsely collected) and the high temporal resolution of CGM data (usually noisy and affected by significant bias). The inputs of the algorithm are: a CGM time series; some reference BG measurements; a model of blood to interstitial glucose kinetics; and a model of the deterioration in time of sensor accuracy, together with (if available) a priori information (e.g. probabilistic distribution) on the parameters of the model. The algorithm first checks for the presence of possible artifacts or outliers on both CGM datastream and BG references, and then rescales the CGM time series by exploiting a retrospective calibration approach based on a regularized deconvolution method subject to the constraint of returning a profile laying within the confidence interval of the reference BG measurements. As output, the retrofitting algorithm produces an improved “retrofitted” quasi-continuous glucose concentration signal that is better (in terms of both accuracy and precision) than the CGM trace originally measured by the sensor. In clinical trials, the so-obtained retrofitted traces can be used to calculate solid outcome measures, avoiding the need of increasing the data collection burden at the patient level.
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公开(公告)号:US20220313173A1
公开(公告)日:2022-10-06
申请号:US17808377
申请日:2022-06-23
Applicant: Dexcom, Inc.
Inventor: Giovanni SPARACINO , Claudio COBELLI , Stefania GUERRA , Andrea FACCHINETTI , Michele SCHIAVON
Abstract: A device for generating alerts for Hypo and Hyperglycemia Prevention from Continuous Glucose Monitoring (CGM) determines a dynamic risk based on both information of glucose level and a trend obtainable from a CGM signals. The device includes a display whose color depends on the DR (for example, red for high DR, green for low risk). When DR exceeds a certain threshold, alerts are generated to suggest the patient to pay attention to the current glucose reading and to its trend, both of which are shown on the display in numbers and symbols (e.g. an arrow with different slope or color).
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