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Table 3 Most common drugs described in free text of incident reports (n = 72,390) and related terms based on concept linking

From: Identifying risks areas related to medication administrations - text mining analysis using free-text descriptions of incident reports

Drug

Freq.

Docs

Highly associated terms based on concept linking

insulin

10,086

4214

unit, time, level, morning, administer, evening, visit, nurse

antibiotic

6280

4313

sepsis, due, allergic, time, night, dose, ward, cannula

paracetamol

5449

3071

relief, pain, pain relief, child, hour, dose, orally, theatre

morphine

4194

2244

syringe, analgesia, pump, book, relief, pain, pain relief, check

saline

2676

1848

water, dilute, label, commence, check, arm, contrast, cannula, ctpa [CT pulmonary angiography]

oxycodone

2666

1521

morphine, balance, book, tablet, pain, bottle, check, immediate, prn

warfarin

2319

1151

valve, tinzaparin, INR, clinic, result, yellow, dose, patient warfarin

glucose

2138

1445

pump, saline, high, infusion, unit, level, commence, check, insulin

gentamicin

2098

1180

intravenous, benzylpenicillin, metronidazole, antibiotic, sepsis, due, hour, dose, level

chemotherapy

2052

1355

flush, bag, day, trial, unit, treatment, commence, first, line

amoxicillin

2031

1455

intravenous, oral, wrist, rash, reaction, metronidazole, allergy, antibiotic, allergic

fentanyl

1843

1193

anaesthetist, syringe, book, pain, find, old, check, patch, theatre

dalteparin

1829

1128

prophylactic, INR, pulmonary, sign, prophylaxis, warfarin, risk, unit, injection

potassium

1728

921

fluid, magnesium, pump, saline, high, infusion, level, commence

oramorph

1726

1145

morphine, amount, analgesia, book, relief, pain, pain relief, bottle, prn

furosemide

1568

984

run, heart, intravenous, rate, pump, hour, infusion

penicillin

1453

929

benzylpenicillin, wrist, rash, reaction, allergy, antibiotic, sepsis, allergic, know

intravenous antibiotic

1419

1224

midwife, baby, intravenous, cannulation, benzylpenicillin, antibiotic, sepsis, due, cannula

Clexane [enoxaparin]

1404

848

prophylactic, sign, warfarin, therapeutic Clexane [enoxaparin], treatment dose, therapeutic, injection

sodium

1401

1031

glucose, arterial, transducer, bag, fluid, potassium, phosphate, infusion, dilute

vancomycin

1364

751

difficile, continuous infusion, loading, intravenous, continuous, infusion, dose, level

dextrose

1233

777

protocol, bag, normal, fluid, potassium, saline, infusion, commence, insulin

tramadol

1230

703

cupboard, release, CD [controlled drugs] book, capsule, book, tablet, stock, immediate

midazolam

1207

727

draw, vial, fentanyl, unresponsive, morphine, syringe, book, care, end

enaxoparin

1201

826

treatment dose, prophylactic, sc, critical, INR, sign, prophylaxis, injection

anaesthetic

1114

819

record, immediately, post, case, surgery, theatre, list, surgeon

Tazocin [piperacillin / tezobactam]

1078

774

penicillin, intravenous, rash, reaction, allergy, antibiotic, sepsis, allergic

chloride

1068

747

flush, bag, fluid, potassium, saline, infusion, water, dilute, label

tinzaparin

1049

643

INR, therapeutic tinzaparin, treatment dose, therapeutic, warfarin, unit, injection

aspirin

879

582

chest pain, omeprazole, fondaparinex, Ramipril, ticagrelor, stroke, lansoprazole, clopidogrel