Distilling Features of Importance into Clinically Meaningful Patterns

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Eubank, Abigail Journey;Prior, Fred W.;Thatikala, Abhilash

Description

This Excel file contains important features extracted from interviews with six clinical professionals—neurologists (n = 5) and a neuropsychologist (n = 1)—as they reviewed two documents (one Montreal Cognitive Assessment and one neuropsychological report) for nine patients with Parkinson's disease. In the Interviews tab, the important features are organized into columns titled according to sections on the Montreal Cognitive Assessment and in a neuropsychological report. The rows are organized by patient number and then by the clinical professional who reviewed the documents. “G1–G3” indicates which of the three groups the nine patients were assigned to, with a total of three patients per group. Columns AO–AQ provide a more condensed summary of the columns on the left, placing all the noted important features into one box from the observations on the Montreal Cognitive Assessment and the neuropsychological report. Column AR provides the known diagnosis of the nine patients reviewed.The Patterns tab contains the process of distilling—based on consensus—three clinically meaningful patterns composed of the features of importance from the interviews. This process was conducted by A. Journey Eubank, Dr. Fred W. Prior, and Dr. Abhilash Thatikala. The columns are organized according to the professional interviewed, the pattern from each interviewee, the patient number (1–9 excluding patient 6), and the pattern when all patterns from each interviewee were combined. The features are organized based on the column they came from in the Interviews tab, with the “Additional” header marking the start of important features from the neuropsychological report. The red text indicates features that interview coder Dr. Thatikala felt needed to be included, based on the interviews, but that neither A. Journey Eubank nor Dr. Prior included during their feature extraction processes. Column E, titled “Can these be combined more,” refers to the question of whether any patterns in column D could be further combined. Columns F–H contain each individual interview coder's answer to the question in column E. Based on multiple consensus meetings, column J, titled “Final consensus (A/B/C),” was created, resulting in the final patterns.

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Metrics

Dataset Index

0.4

FAIR Score

79%

Citations

0

Mentions

0

Metrics Over Time

Publication Details

DOI

Publisher

Zenodo

License

Creative Commons Attribution 4.0 International

Assigned Domain

Subfield

Psychiatry and Mental health

Field

Medicine

Domain

Health Sciences

Confidence Score

51%

Source

Scholar Data Model

Keywords

Parkinson's diseaseParkinson Disease/diagnosisCognitive Impairment

Normalization Factors

FT

63.46

CTw

1.00

MTw

1.00