TableĀ 6

Descriptive measures: total number of matches, average similarity and standard deviation, and number matches by high medium and low confidence similarity of the comparison of non-medical and dental job titles of Scottish and Welsh systems, Sub Job family and Level job titles of Scottish and English system, and Sub Job family and Job titles of Scottish and North Irish system, are detailed through the methods BoW, TF-IDF, SBERT and Ensemble

OC systemsMatchesAverage similarityStandard deviationHigh confidenceMedium confidenceLow confidence
BoW
Scotland-Wales6357.29%24.70%13248
Scotland-England3847.88%18.85%3134
Scotland-North Ireland11646.13%18.71%51992
TF-IDF
Scotland-Wales4760.73%26.21%13232
Scotland-England2253.68%20.46%3019
Scotland-North Ireland3855.46%9.09%01226
SBERT
Scotland-Wales23663.21%17.13%4192103
Scotland-England22958.80%16.49%2976124
Scotland-North Ireland25261.28%15.71%29116107
Ensemble
Scotland-Wales15949.15%19.30%1422123
Scotland-England11346.44%14.25%31199
Scotland-North Ireland19246.70%12.29%227163

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