Abstract
Objectives
To study the performance of ChatGPT in the management of laryngology and head and neck (LHN) cases.
Methods
History and clinical examination of patients consulting at the Otolaryngology-Head and Neck Surgery department were presented to ChatGPT, which was interrogated for differential diagnosis, management, and treatment. The ChatGPT performance was assessed by two blinded board-certified otolaryngologists using the following items of a composite score and the Ottawa Clinic Assessment Tool: differential diagnosis; additional examination; and treatment options. The complexity of clinical cases was evaluated with the Amsterdam Clinical Challenge Scale test.
Results
Forty clinical cases were submitted to ChatGPT, accounting for 14 (35%), 12 (30%), and 14 (35%) easy, moderate and difficult cases, respectively. ChatGPT indicated a significant higher number of additional examinations compared to practitioners (p = 0.001). There was a significant agreement between practitioners and ChatGPT for the indication of some common examinations (audiometry, ultrasonography, biopsy, gastrointestinal endoscopy or videofluoroscopy). ChatGPT never indicated some important additional examinations (PET–CT, voice quality assessment, or impedance-pH monitoring). ChatGPT reported highest performance in the proposition of the primary (90%) or the most plausible differential diagnoses (65%), and the therapeutic options (60–68%). The ChatGPT performance in the indication of additional examinations was lowest.
Conclusions
ChatGPT is a promising adjunctive tool in LHN practice, providing extensive documentation about disease-related additional examinations, differential diagnoses, and treatments. The ChatGPT is more efficient in diagnosis and treatment, rather than in the selection of the most adequate additional examination.
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Data availability
Data are available on request.
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Appendices
Appendix 1: Clinical case features and ChatGPT results
N | G | Age | Symptoms | History/medication | Clinical examination | Otolaryngologist consultation findings | ||
---|---|---|---|---|---|---|---|---|
Additional examinations | Diagnosis | Treatment | ||||||
37 | F | 30 | Recurrent throat pain fever and lymphadenopathy chronic dysphagia (5 years) | Tonsil abcess (2 times) treated with antibiotics | Grade III tonsils | – | Recurrent tonsil infections | Tonsillectomy |
7 | F | 24 | Globus, throat clearing, abdominal pain, postnasal drip/sticky mucus (2 years) | None | Tongue tonsil hypertrophy, laryngo-pharyngeal inflammation | HEMII-pH testing Negative allergy test | LPR | Diet, stress reduction, PPI/alginate |
8 | F | 40 | Dysphonia, globus, throat pain (6 months) | Suspected LPR | Vocal fold erythema laryngeal inflammation | Voice quality assessment | Suspected LPR | Diet, stress reduction, PPI/alginate |
9 | F | 53 | Dysphonia, dysphagia, throat clearing, throat mucus (> 1 year) | Ehlers Danlos | Coated/tongue, tonsil hypertrophy, laryngo-pharyngeal inflammation | Voice quality assessment | Suspected LPR | Diet, stress reduction, PPI/alginate |
21 | M | 56 | Right neck mass, weight loss (10 kg) dysphagia (6 months) | Alcohol/tobacco overuses (30 years) | Right piriform sinus exophytic mass | Neck CT, PetCT, biopsy, biology and nutrition check-up | Hypopharyngeal primary carcinoma | Oncological board discussion |
23 | F | 32 | Dysphonia post-thyroidectomy (1 month) | Thyroidectomy for goiter | Right vocal cord paralysis | Voice quality assessment | Vocal cord paralysis | Medialization, speech therapy |
3 | M | 22 | Left hearing loss, tinnitus, throat clearing, globus, cough (6 months) | Recurrent LPR recurrent otitis media | Bilateral ear retraction pocket, laryngo-pharyngeal inflammation | Audiometry, Tympanometry, naso-pharyngeal pH testing | Chronic otitis media, recurrent suspected LPR | Nasal saline irrigation, corticoids, diet, stress reduction, PPI/alginate |
17 | F | 53 | Chronic hoarseness, throat clearing, globus, sticky mucus (> 4 years) | Tobacco overuse (30 PY) | Bilateral Reinke edema (grade III), laryngo-pharyngeal inflammation | Voice quality assessment | Reinke edema | Stop tobacco, in-office laser surgery, speech therapy |
5 | M | 39 | Recurrent throat clearing, postnasal drip, sticky mucus (> 3 years) | Nasopharyngeal reflux (Restech) | Mulberry turbinate, and hypertrophy laryngeal inflammation | Normal sinus CT Nasopharyngeal Reflux | Recurrent/chronic LPR | Drug change: magaldrate to alginate, continue diet and stress reduction |
1 | F | 33 | Left cervical painful mass (3 months) | Asthma | Submandibular mass | Neck US, MRI and biology | Salivary lithiasis | NSAID, pilocarpin, sialadenoscopy |
10 | F | 24 | Dysphonia, dysphagia, throat sticky mucus (> 12 months) | Tonsillectomy vocal cord nodules | Vocal cord nodules, laryngopharyngeal inflammation | Voice quality assessment | Vocal cord nodules suspected chronic LPR | Diet, stress reduction, PPI/alginate, Speech therapy |
20 | F | 32 | Sudden dysphonia after crying (1 weeks) | Voice professional | Right vocal cord hemorrhage | Voice quality assessment | Vocal cord hemorrhage | In-office laser cauterization |
14 | M | 53 | Dysphonia, cough, sticky mucus, throat clearing (24 months) | Septoplasty, Nonacid naso-pharyngeal reflux | Postnasal drip Laryngopharyngeal inflammation | Nasopharyngeal pH testing: nonacid nasopharyngeal reflux | LPR | Diet, stress reduction, alginate only |
2 | M | 65 | Hearing loss throat clearing, globus (6 months) | External ear stenosis, GERD | Bilateral total EED stenosis, laryngeal inflammation | Audiometry (bone) ear CT | Bilateral EED stenosisn acute suspected LPR | Canaloplasty diet, stress reduction, PPI/alginate |
12 | F | 54 | Dysphagia, globus, heartburn tinnitus (> 15 months) | Breast cancer, COPD, hypo-thyroidism | Inferior turbinate hypertrophy, laryngo-pharyngeal inflammation | Voice quality assessment, audiometry, tympanometry | Eustachian tube dysfunction, suspected LPR | Diet, stress reduction, PPI/alginate |
13 | M | 67 | Cough, throat pain, postnasal drip, globus (7 months) | Nonacid LPR (HEMII-pH) | Coated tongue, tonsil erythema, laryngeal inflammation | HEMII-pH: nonacid LPR | LPR | Diet, stress reduction, alginate only |
15 | F | 62 | Dry mouth, sticky mucus, cough, globus follow-up (> 6 months) | Recurrent suspected LPR aspecific laryngitis | Sticky mucus, tongue tonsil edema laryngeal inflammation | Biology: positive for chlamydia pneumonia | Resistant LPR to PPI, infectious laryngitis | Diet, stress reduction, alginate, antibiotics (clarithromycin) |
16 | M | 27 | Globus, dysphonia, sticky mucus, left nasal obstruction, halitosis (> 19 months) | Hearth insufficiency ineffective PPI-therapy | Left septal deviation laryngopharyngeal inflammation | Normal sinus CT nonacid naso-pharyngeal reflux | Recurrent/chronic nonacid LPR | Diet, stress reduction, alginate only |
18 | M | 51 | Dysphonia, suspicion of vocal fold paralysis, globus, throat clearing (6 months) | Crohn, COVID-19 suspected LPR | Left vocal fold polyp laryngopharyngeal inflammation | Voice quality assessment | Left vocal fold polyp suspected LPR | In-office laser polyp surgery, speech therapy, diet/stress, alginate |
24 | M | 56 | Recurrent laryngeal cancer after primary chemoradiation (cT3 carcinoma) | Alcohol/tobacco overuses | Persistent carcinoma 5 months after the treatment | PetCT and biopsy: resistant carcinoma | Laryngeal carcinoma resistant to chemoradiation | Salvage laryngectomy |
11 | F | 65 | Hypoacusis, dysphonia, dysphagia, sticky mucus (> 9 months) | Recurrent chronic otitis media | Adenoid hypertrophy, chronic otitis media, laryngeal inflammation | Audiometry, Tympanometry, voice quality assessment | Chronic otitis media, LPR, Eustachian tube dysfunction | Diet, stress reduction, PPI/alginate, nasal saline irrigation and corticoids |
30 | M | 70 | Bilateral odynophagia, otalgia (6 months) | None | Bilateral stylo-hyoid calcified ligaments | Neck CT scan | Eagle syndrome | Transoral robotic styloidectomy |
27 | F | 50 | Chronic cough, negative pH testing, normal pulmonary examinations | None | Laryngopharyngeal hypersensitivity | HEMII-pH testing: negative | Laryngeal hypersensitivity | Amitryptilin, GABA pentin, or superior laryngeal nerve infiltration |
6 | M | 75 | Nasal congestion, heartburn, dysphonia (> 12 months) | Nasopharyngeal reflux, (Restech) | Laryngopharyngeal hypersensitivity and inflammation | Normal sinus CT Nasopharyngeal reflux | Nasopharyngeal reflux | Diet, stress reduction, PPI/alginate, nasal saline irrigation and corticoids |
39 | F | 38 | Dysphonia, dysphagia, cough, globus, sticky mucus (4 years) | Thyroidectomy diabetes, arthrosis | Normal vocal cord mobility, laryngeal inflammation | HEMII-pH testing voice quality assessment | Suspected LPR | Diet, stress reduction, PPI/alginate |
4 | F | 71 | Sudden smell loss, globus, dry eyes, sticky mucus, throat clearing (7 months) | COVID-19 | Dry eyes, coated tongue, Laryngopharyngeal inflammation | Psychophysical evaluations | Postviral OD suspected LPR | Olfactory cleft PRP injection, diet, stress reduction, PPI/alginate |
25 | F | 66 | cT3 supraglottic cancer, weight loss (6 kg), dysphagia | Radiotherapy for supraglottic cancer | Epiglottis carcinoma | Neck CT, PetCT Biopsy: carcinoma | Second supraglottis carcinoma | Salvage surgery |
(10 years), hypertension | ||||||||
26 | F | 49 | Aspirations, cough, globus, throat, sticky mucus (9 months) | None | Coated tongue, normal FEES, laryngeal inflammation | Videofluoroscopy | Suspected LPR | Diet, stress reduction, PPI/alginate |
40 | F | 45 | Singer with difficulty to reach high-pitch sounds (6 months) | Thyroidectomy (12 months), hip prosthesis (2 years) | Normal vocal cord mobility, hyposensitivity right tongue base | Voice quality assessment | Superior laryngeal nerve injury during surgery | Speech therapy |
19 | F | 61 | Right parotid tumor, progressive growth (6 months) | Gastritis HIV, pacemaker | Right parotid mass | Neck MRI and CT cytology (US) | Parotid lympho-epithelial cyst | Imaging and cytology |
22 | F | 36 | 20 kg loss after a diet, dysphonia, voice fatigue (3 months) | None | Glottal insufficiency | Voice quality assessment | Glottis insufficiency | Speech therapy, vocal cord augmentation |
28 | F | 36 | Dysphonia, voice fatigue (6 months) | Asthma, inhaled corticosteroids (9 months) | Vocal fold dryness, sticky mucus | Voice quality assessment | Laryngitis post-inhaled corticosteroids | Stop inhaled corticoids/change drugs |
29 | M | 66 | Bilateral vocal cord paralysis post-thyroidectomy, tracheotomy, Wish for decannulation | Thyroid cancer Thyroidectomy Tracheotomy | Bilateral vocal cord paralysis in adduction | Neck CT scan | Bilateral vocal cord paralysis | Bilateral CO2 anterior crico-arytenoidectomy |
33 | M | 40 | Progressive dyspnea when playing trumpet, neck mass, dysphagia (9 months) | None | Left laryngeal ventricle hypertrophy, left neck mass | Neck CT | Laryngocele | Surgery |
34 | M | 70 | Dysphagia, globus, throat pain (1 year) | Cervical arthro-desis (1 year), diabetes, hypertension | FEES: normal | Videofluoroscopy neck CT | Arthrodesis-related dysphagia (iatrogenic) | Speech therapy (swallowing) |
38 | M | 20 | Left tonsil ulceration (3 months) | Oral sexual practice | Left tonsil ulceration | Biology (sexual diseases), biopsy and culture | Syphilis | Antibiotics |
35 | F | 36 | Dysphonia, throat pain voice professional (12 months) | Vocal cord nodule surgery (12 mo) | Lack of vibration of vocal cord | Voice quality assessment | Vocal fold scars | Speech therapy, resection of scars, PRP injection |
36 | F | 41 | Sudden dysphonia (12 months) | Diabetes, burnout | Normal cough, aphonia, NFN | Voice quality assessment | Psychogenic dysphonia | Speech therapy, psychotherapy |
31 | F | 66 | Recurrent dysphagia, globus, weight loss, telangiectasia (3 years) | Resistant LPR to PPI, alginate, magaldrate | Telangiectasia (fingers), laryngeal inflammation | Manometry, GI, biology (immun), biopsy | CREST syndrome esophageal scleroderma | Vasodilators, immunosuppressant |
32 | F | 34 | Dysphonia, arthralgia, voice professional (> 12 months) | None | Orange nodules on vocal cord | Voice quality assessment, biology (autoimmun), biopsy | Bamboo nodes rheumatoid polyarthritis | Corticoids, speech therapy |
Appendix 2: ChatGPT findings regarding clinical cases
N | Otolaeryngologist | ChatGPT | ||
---|---|---|---|---|
Diagnosis | Additional examination | Differential diagnosis | Treatment regarding the clinical presentation | |
37 | Recurrent tonsil infections | Throat culture, Neck CT or MRI, PSG | Chronic tonsillitis, tonsillar hypertrophy, tonsilloliths | Antibiotics, tonsillectomy |
7 | LPR | Sinus CT, sinus X-ray, biology (CRP) | Acute sinusitis, GERD, upper aerodigestive tract infection, COPD, viral bronchitis | PPI and H2 blockers diet and stress management |
8 | Suspected LPR | Sinus CT, X-ray, biology (CRP) | Acute sinusitis, GERD, laryngopharyngeal infection, COPD, viral bronchitis | PPI and H2 blockers diet and stress management |
9 | Suspected LPR | Neck CT, prick test, genetics for Ehlers Danlos swallowing study, GI | LPR, chronic pharyngitis, vocal cord dysfunction, eosinophilic esophagitis, oral candidosis, tongue tonsillitis | Speech therapy, PPI and H2 blockers diet and stress management |
21 | Hypopharyngeal primary carcinoma | Biopsy, neck CT or MRI | Laryngeal or pharyngeal carcinoma, metastasis, benign mass, granulomatosis, pseudotumor | Biopsy, neck CT or MRI |
23 | Vocal cord paralysis | EMG, Neck CT and MRI | Recurrent laryngeal nerve injury | Speech therapy, medialization, thyroplasty, reinnervation |
3 | Chronic otitis media, recurrent suspected LPR | Audiometry, Tympanometry pH metry, GI, throat bacteriology | Chronic otitis media (effusion/suppurative), cholesteatoma, tympanosclerosis | Nasal corticoids or transtympanic tube, allergy checkup |
17 | Reinke edema | Vocal cord biopsy, stroboscopy, lung testing (spirometry) | Reinke edema, vocal cord dysfunction, vocal cord polyps, bilateral vocal cord nodules | Vocal hygiene, speech therapy, smoking cessation, surgery |
5 | Recurrent/chronic LPR | pH metry, GI, neck CT, sinus/throat cultures | GERD, unspecified CRS, allergic rhinitis, LPR, Chronic tonsilitis | PPI and H2 blockers diet and stress management |
1 | Salivary lithiasis | Neck US, MRI, BIOLOGY, Prick skin tests | Adenitis, abcess, adenopathy, parotidis, thyroiditis | Hot compress, pilocarpin, Surgery |
10 | Vocal cord nodules Suspected chronic LPR | Neck CT, voice quality assessment, allergy testing | Vocal cord nodules, vocal cord polyps, GERD, LPR, chronic laryngitis | Corticoids, voice rest, PPI and H2 blockers diet and stress management |
20 | Vocal cord hemorrhage | None | Vocal cord hemorrhage | Voice rest, anti-inflammatory drugs, vocal cord abuse reduction |
14 | LPR | Neck CT, throat cultures, allergy tests | Acute laryngitis, chronic laryngitis, GERD, COPD, vocal cord nodules | PPI and H2 blockers diet and stress management |
2 | Bilateral EED stenosis, acute suspected LPR | Ear CT pH metry, GI, throat bacteriology | EED stenosis, Chronic otitis media, Presbycusis, ETD, GERD, CRS, allergic rhinitis, LPR, chronic tonsilitis | Canaloplasty, balloon dilatation, saline irrigation, skin flap, PPIs, H2 blockers, diet/stress management |
12 | Eustachian tube dysfunction, suspected LPR | Neck CT, thyroid function tests | LPR, unspecified CRS, hypothyroidism, bronchitis, cancer-related symptoms (unspecified?) | PPI and H2 blockers, diet and stress management, nasal decongestants, antibiotics and corticoids |
13 | LPR | Neck CT, throat swab, allergy testing | Chronic tonsilitis, chronic pharyngitis, GERD, LPR | PPI and H2 blockers diet and stress management |
15 | Resistant LPR to PPI, infectious laryngitis | Neck CT, salivary gland function test, Allergy, polysomnography | CRSwNP, chronic tonsilitis, GERD, OSAS, Sjögren syndrome | PPI and H2 blockers, stress reduction, diet, antibiotics |
16 | Recurrent/chronic nonacid LPR | Esophageal manometry, pH Metry, allergy | LPR, GERD, CRSwNP, chronic tonsilitis, postnasal drip | PPI and H2 blockers, stress reduction, diet, nasal saline irrigation and corticosteroids |
18 | Left vocal fold polyp suspected LPR | Neck CT laryngeal biopsy | LPR, CRSwNP, allergic rhinitis, vocal fold polyp, vocal fold nodules | Polypectomy/resection of mass, corticoids, speech therapy |
24 | Laryngeal carcinoma resistant to chemoradiation | Neck CT or MRI, oncological board assessment | Persistent carcinoma | Salvage surgery, immunotherapy, clinical trials, palliative |
11 | Chronic otitis media, LPR, Eustachian tube dysfunction | Throat swab culture, audiometry, swallowing study, GI | Laryngitis, chronic pharyngitis, otitis media, GERD, | Speech therapy, PPI and H2 blockers, diet and stress management, GERD-surgery |
30 | Eagle syndrome | Neck CT or MRI | Tonsilloliths, tonsillar hypertrophy, chronic pharyngitis, GERD | PPIs, H2 blockers, diet/stress management, saltwater gargles, good oral hygiene/hydration, tonsillectomy |
27 | Laryngeal hypersensitivity | pH testing, manometry, allergy, inhaled broncho-dilators, methacholine test | Cough variant asthma, GERD, LPR | PPIs, inhaled corticoids, speech therapy |
6 | Nasopharyngeal reflux | RAST (IgE), nasal cytology (eosinophiles), sinus CT | LPR, allergic rhinitis, CRSNP | Speech therapy PPI and H2 blockers |
39 | Suspected LPR | pH study, GI, allergy evaluation | LPR, chronic laryngitis, allergic rhinitis | PPIs, H2 blockers, diet/Stress management, speech therapy |
4 | Postviral OD suspected LPR | Psychophysical evaluations, sinus X-ray, neck CT, biology (B12 level, CRP) | Postviral OD, CRSNP, CRSwNP, neurodegenerative disease, autoimmun disease | PPIs, H2 blockers, diet/stress management |
25 | Second supraglottic carcinoma | Neck CT or MRI, biopsy | Supraglottic carcinoma | Radiation, chemotherapy or chemoradiotherapy, surgery, immunotherapy |
26 | Suspected LPR | pH testing, EMG | LPR, chronic laryngitis, laryngeal hypersensitivity, postnasal drip, chronic tonsilitis | Diet, stress reduction, mucolytics, nasal corticoids, antihistamine, PPIs, H2 blockers, laryngeal desensitization (breath) |
40 | Superior laryngeal nerve injury during surgery | EMG, Neck CT and MRI, neurological consultation | Superior laryngeal nerve dysfunction, hypoglossal dysfunction, vocal cord muscle atrophy | Speech therapy, nerve reconstruction |
19 | Parotid lympho-epithelial cyst | Neck US, CT, cytology, biology (CRP) | Peiomorphic or Whartin tumor, malignancy, lymph node, metastasis | Surgery |
22 | Glottis insufficiency | None | Muscle atrophy, vocal cord paresis, psychogenic dysphonia, vocal fold lesions | Biology (autoimmun diseases), speech therapy, psychological support |
28 | Laryngitis post-inhaled corticosteroids | Lung assessment | Vocal cord dysfunction, Reinke edema, vocal cord nodules, vocal cord polyps, muscle tension dysphonia | Continue asthma treatment |
29 | Bilateral vocal cord paralysis | – | Bilateral vocal cord paralysis (adduction) and permanent tracheotomy | Vocal cord lateralization, speech therapy, electrolarynx, |
33 | Laryngocele | Neck CT or MRI, biopsy | Laryngeal papillomatosis, laryngeal cancer, laryngocele, lymphadenopathy | Surgery, radiation, voice therapy |
34 | Arthrodesis-related dysphagia (iatrogenic) | Esophageal manometry, videofluoroscopy, endoscopic US, biopsy | Achalasia, esophageal stricture, esophageal spasm, esophageal cancer | Calcium channel blockers, nitrates, or botulinum toxin injections, esophageal dilatation, surgery or chemoradiation |
38 | Syphilis | Throat culture, Neck CT or MRI, biopsy | Bacterial or viral tonsillitis, tonsil abscess, HPV infection, cancer | Antibiotics, analgesics |
35 | Vocal fold scars | Neck CT or MRI, EMG | Vocal fold scar, granuloma, Reinke edema, vocal cord paresis, | Speech therapy, corticoids, surgery of the lesion |
36 | Psychogenic dysphonia | EMG and psychological evaluation | Functional dysphonia, muscle tension dysphonia, conversion disorder, vocal fold paresis or spasmodic dystonia | Speech therapy, psychotherapy, muscle relaxants |
31 | CREST syndrome scleroderma | GI, biology | Scleroderma, GERD | HE blockers, prokinetic, esophageal dilatation |
32 | Bamboo nodes rheumatoid arthritis | – | Reinke edema, vocal cord polyps | Speech therapy, vocal cord surgery (removal of lesion) |
Appendix 3: Main diagnoses
Primary diagnoses | Easy | Moderate | Difficult | Total |
---|---|---|---|---|
ACCS 6–14 | ACCS 15–23 | ACCS 24–30 | ||
Laryngeal disorders | ||||
Chronic suspected or confirmed laryngopharyngeal reflux | 6 | 7 | 1 | 14 |
Vocal fold polyp, hemorrhage, nodules or scarring | 2 | 1 | 1 | 4 |
Acute suspected or confirmed laryngopharyngeal reflux | 2 | 1 | 0 | 3 |
Recurrent suspected or confirmed laryngopharyngeal reflux | 1 | 2 | 0 | 3 |
Unilateral or bilateral vocal cord paralysis | 1 | 0 | 1 | 2 |
Bacterial laryngitis | 0 | 1 | 0 | 1 |
Reinke edema | 1 | 0 | 0 | 1 |
Bamboo nodes (vocal folds) | 0 | 0 | 1 | 1 |
Glottis insufficiency | 0 | 0 | 1 | 1 |
Laryngeal primary hypersensitivity | 0 | 1 | 0 | 1 |
Iatrogenic laryngitis | 0 | 0 | 1 | 1 |
Laryngocele | 0 | 0 | 1 | 1 |
Iatrogenic laryngeal superior nerve injury | 0 | 0 | 1 | 1 |
Psychogenic dysphonia | 0 | 0 | 1 | 1 |
Swallowing disorders | ||||
Cervical arthrodesis inducing iatrogenic dysphagia | 0 | 0 | 1 | 1 |
Eagle syndrome | 0 | 1 | 0 | 1 |
Esophageal scleroderma (CREST syndrome) | 0 | 0 | 1 | 1 |
Recurrent tonsil infection | 1 | 0 | 0 | 1 |
Head and neck disorders | ||||
Salivary lymphoepithelial cyst | 0 | 0 | 1 | 1 |
Salivary lithiasis | 1 | 0 | 0 | 1 |
Hypopharyngeal primary carcinoma | 1 | 0 | 0 | 1 |
Supraglottic laryngeal carcinoma (resistant to radiation) | 0 | 1 | 0 | 1 |
Second laryngeal carcinoma | 0 | 0 | 1 | 1 |
Pharyngeal syphilitic ulceration | 0 | 0 | 1 | 1 |
Associated otological or rhinological conditions | ||||
Chronic otitis media | 1 | 1 | 0 | 2 |
Eustachian tube dysfunction | 0 | 2 | 0 | 2 |
Postviral olfactory dysfunction | 0 | 1 | 0 | 1 |
Rheumatoid polyarthritis | 0 | 0 | 1 | 1 |
Bilateral ear external duct stenosis | 1 | 0 | 0 | 1 |
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Lechien, J.R., Georgescu, B.M., Hans, S. et al. ChatGPT performance in laryngology and head and neck surgery: a clinical case-series. Eur Arch Otorhinolaryngol 281, 319–333 (2024). https://doi.org/10.1007/s00405-023-08282-5
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DOI: https://doi.org/10.1007/s00405-023-08282-5