,precision,recall,f1-score,support
any_code,1.0000,1.0000,1.0000,980.0000
any_icd,1.0000,1.0000,1.0000,950.0000
articles,1.0000,1.0000,1.0000,1022.0000
causes,1.0000,0.9990,0.9995,961.0000
certain cpt,1.0000,1.0000,1.0000,239.0000
certain g-code,1.0000,1.0000,1.0000,231.0000
certain hcpcs,1.0000,1.0000,1.0000,56.0000
certain icd 10,1.0000,1.0000,1.0000,918.0000
certain icd 9,1.0000,1.0000,1.0000,884.0000
contexts,0.9881,0.9870,0.9875,923.0000
contraindications precautions,1.0000,0.9990,0.9995,965.0000
cpt,1.0000,0.9990,0.9995,977.0000
description,0.9864,0.9931,0.9897,875.0000
diagnosis need for treatment,1.0000,0.9989,0.9995,940.0000
g-code,0.9968,1.0000,0.9984,939.0000
hcpcs,1.0000,0.9989,0.9995,947.0000
icd 10,1.0000,1.0000,1.0000,907.0000
icd 9,1.0000,0.9990,0.9995,954.0000
indicatons,0.9978,0.9946,0.9962,921.0000
pathogenesis,0.9979,0.9990,0.9985,970.0000
patient education,1.0000,1.0000,1.0000,961.0000
prognosis,0.9979,1.0000,0.9990,954.0000
references,1.0000,1.0000,1.0000,967.0000
reimbursement,0.9990,0.9990,0.9990,968.0000
relations,0.9968,0.9968,0.9968,952.0000
risk factors,1.0000,1.0000,1.0000,974.0000
rule out,1.0000,1.0000,1.0000,867.0000
symptoms,1.0000,0.9979,0.9990,975.0000
synonyms,0.9990,1.0000,0.9995,954.0000
test,0.9989,1.0000,0.9995,930.0000
treatment summary,1.0000,0.9978,0.9989,927.0000
accuracy,0.9986,0.9986,0.9986,0.9986
macro avg,0.9987,0.9987,0.9987,26988.0000
weighted avg,0.9986,0.9986,0.9986,26988.0000