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Table 4.

The 10 out of 326 Scopus narrow fields in 2020 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 (2020)ArticlesBaselineTopAOB
3503 Dental Hygiene 120 82% gbc, lsvc 100.0% 
2923 Review & Exam Preparation 170 46% logo 87.7% 
3613 Podiatry 316 51% rfc 85.9% 
2920 Pharmacology (nursing) 254 70% mnbo 84.6% 
3404 Small Animals 1,331 40% gbc 84.3% 
3402 Equine 1,243 43% gbc 84.3% 
1801 Decision Sciences (misc.) 211 38% mnb, cnb 83.7% 
3401 Veterinary (misc.) 1,222 46% gbc 83.0% 
3001 Pharmacology, Toxicology & Pharmaceutics (misc.) 2,042 59% rfc 82.3% 
3601 Health Professions (misc.) 2,510 56% mnb 81.9% 
Narrow field (2020)ArticlesBaselineTopAOB
3503 Dental Hygiene 120 82% gbc, lsvc 100.0% 
2923 Review & Exam Preparation 170 46% logo 87.7% 
3613 Podiatry 316 51% rfc 85.9% 
2920 Pharmacology (nursing) 254 70% mnbo 84.6% 
3404 Small Animals 1,331 40% gbc 84.3% 
3402 Equine 1,243 43% gbc 84.3% 
1801 Decision Sciences (misc.) 211 38% mnb, cnb 83.7% 
3401 Veterinary (misc.) 1,222 46% gbc 83.0% 
3001 Pharmacology, Toxicology & Pharmaceutics (misc.) 2,042 59% rfc 82.3% 
3601 Health Professions (misc.) 2,510 56% mnb 81.9% 
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