Table 2.

The 10 out of 324 Scopus narrow fields in 2014 with the highest accuracy above baseline for any machine learning algorithm (training set 1,000, or 90% if under 1,000; 1,000 features)

Narrow field (2014)ArticlesBaselineTopAOB
2923 Review & Exam Preparation 150 57% mnb 99.0% 
3401 Veterinary (misc.) 957 49% gbc 86.8% 
3604 Emergency Medical Services 137 69% mnb 86.8% 
3603 Complementary & Manual Therapy 405 45% cnb 83.4% 
1504 Chemical Health and Safety 365 55% cnb 82.9% 
2920 Pharmacology (nursing) 114 81% mnb 82.7% 
1301 Biochemistry, Genetics & Molecular Biology (misc.) 702 40% cnb 80.2% 
1501 Chemical Engineering (misc.) 1,313 41% gbc 80.1% 
3601 Health Professions (misc.) 508 45% cnb 78.7% 
2917 Oncology (nursing) 592 35% gbc 78.3% 
Narrow field (2014)ArticlesBaselineTopAOB
2923 Review & Exam Preparation 150 57% mnb 99.0% 
3401 Veterinary (misc.) 957 49% gbc 86.8% 
3604 Emergency Medical Services 137 69% mnb 86.8% 
3603 Complementary & Manual Therapy 405 45% cnb 83.4% 
1504 Chemical Health and Safety 365 55% cnb 82.9% 
2920 Pharmacology (nursing) 114 81% mnb 82.7% 
1301 Biochemistry, Genetics & Molecular Biology (misc.) 702 40% cnb 80.2% 
1501 Chemical Engineering (misc.) 1,313 41% gbc 80.1% 
3601 Health Professions (misc.) 508 45% cnb 78.7% 
2917 Oncology (nursing) 592 35% gbc 78.3% 
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