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{
"classifier.predict": {
"traces": [],
"train": [],
"demos": [
{
"augmented": true,
"generated_text": "A 2-year-old female with a 1-year history of painless, progressive left proptosis and no systemic disease or family history presented with light perception only in the left eye. Examination showed proptosis with inward and upward globe displacement; restricted extraocular movements in downward and outward gaze; a palpable, irregular, well-defined soft mass in the inferior orbit; left lower lid ectropion; a 4 mm mydriatic, nonreactive pupil; and otherwise unremarkable anterior segment (fundus view limited by age). Hertel exophthalmometry: OD 10.5 mm, OS 18 mm. MRI demonstrated a well-circumscribed mass, hypointense on T1WI and hyperintense on T2WI; contrast-enhanced imaging demonstrated no significant improvement. The lesion was excised via a transconjunctival approach through the inferior fornix with canthotomy and cantholysis. Intraoperatively, a grayish-white cystic mass with a distinct boundary was identified; posterior dissection revealed tight adhesion to the optic nerve. Due to lesion size and limited exposure, volume reduction was performed with aspiration of approximately 12.5 mL of fluid, followed by complete excision. Histopathology showed a fibrous capsule lined by squamous and glandular epithelium with visible brain tissue and cartilage-like matrix, consistent with orbital teratoma; immunohistochemical examination corroborated the diagnosis. One month postoperatively, the patient developed enophthalmos, conjunctival hyperemia, and keratitis, attributed to prior orbital cavity enlargement by the mass leading to postoperative volume deficit; corneal nonapposition to the lids created a gap and corneal inflammation. After guardian consent, a second operation implanted allogeneic sclera to augment orbital volume, alleviate fossa pitting, and normalize keratitis. At 1-year follow-up, there was no recurrence of the teratoma. Residual findings included minor enophthalmos and outer canthus abnormality; visual acuity remained at preoperative levels. Hertel measurements were OD 10.5 mm and OS 8 mm; the remaining anterior segment examination was unremarkable.",
"reasoning": "The text uses dense medical jargon (e.g., proptosis, ectropion, Hertel exophthalmometry, T1WI/T2WI, transconjunctival approach, canthotomy/cantholysis, enophthalmos, conjunctival hyperemia, keratitis, orbital teratoma, immunohistochemistry). It includes detailed surgical techniques, imaging findings, histopathology descriptors, and quantitative measurements. Sentences are long and complex with multiple clauses, parentheses, and semicolons. This level of technicality and structure targets clinicians, not lay readers.",
"literacy_label": "proficient_health_literacy"
},
{
"augmented": true,
"generated_text": "A 28-year-old man had two red patches with small blisters and shallow sores on the inner part of his right arm and forearm for 2 days. The spots burned and itched. He had been on vacation on the coast of Ecuador when this started. The doctor took a small piece of skin to test. The diagnosis was a type of skin irritation called Paederus dermatitis. He was treated with allergy pills, a steroid cream, and cold packs. After 8 days, the rash went away. It left dark marks on the skin.",
"reasoning": "The text uses simple, everyday vocabulary and short sentences. Medical jargon is minimal; the only technical term (“Paederus dermatitis”) is framed as “a type of skin irritation,” and treatments (“allergy pills,” “steroid cream,” “cold packs”) are common terms. There are no complex statistics, acronyms, or dense syntax. Overall, it is easily understandable by a lay audience.",
"literacy_label": "low_health_literacy"
},
{
"augmented": true,
"generated_text": "A 4-year-old boy with metastatic neuroblastoma received intensive treatment, including chemotherapy, an autologous stem cell transplant, and then an allogeneic cord blood transplant. About a month after he developed upper respiratory symptoms and tested positive for RSV, he presented on day 194 post–cord blood transplant with worsening breathing problems and was ultimately diagnosed with pulmonary veno-occlusive disease (PVOD), a rare form of pulmonary hypertension caused by blockage of small lung veins. Lung biopsy not only confirmed PVOD-related changes but also showed lung injury patterns consistent with a recent viral infection. Taken together, the timing of his RSV infection and the biopsy findings suggest RSV may have contributed to the onset of PVOD.",
"reasoning": "The text uses several specialized medical terms and procedures (metastatic neuroblastoma, autologous/allogeneic transplants, pulmonary veno-occlusive disease, pulmonary hypertension, lung biopsy, RSV) and includes abbreviations. Some jargon is briefly explained (e.g., PVOD as blockage of small lung veins), and sentences are clear and moderately complex. Overall, it’s more technical than plain language but not as dense or detailed as a professional medical report.",
"literacy_label": "intermediate_health_literacy"
},
{
"generated_text": "A 28-year-old male with no significant past medical history presented with a 48-hour history of two erythematous plaques with central vesicles and superficial ulceration on the flexor surface of the right arm and forearm, equidistant from the antecubital crease, associated with burning and pruritus. He denied systemic symptoms and had not self-medicated. He reported being on vacation in coastal Ecuador at the time of onset. Incisional biopsy demonstrated epidermal acanthosis, parakeratosis, and spongiosis, neutrophils within the stratum corneum, and perivascular lymphocytic infiltrates in the superficial, mid, and deep dermis. Integrating the clinical morphology, tropical travel history, and histopathology, the diagnosis of Paederus dermatitis was made. Management included antihistamines, topical corticosteroids, and cold compresses. By day 8, the eruption resolved, with residual post-inflammatory hyperpigmentation. Paederus dermatitis is an irritant contact dermatitis due to exposure to Paederus species toxin (pederin), typically producing burning, vesiculation, and superficial erosions; the histologic pattern here (spongiotic dermatitis with mixed inflammatory infiltrates) is consistent with this mechanism.",
"literacy_label": "proficient_health_literacy"
},
{
"generated_text": "A 28-year-old man presented to dermatology with a 48-hour history of two red patches with central blisters and shallow ulcers on the inner (flexor) side of his right arm and forearm. He described burning and itching at the sites, had no other systemic symptoms, and had not self‑medicated. He reported being on vacation in the coastal region of Ecuador when the lesions appeared. A skin biopsy showed changes consistent with an acute inflammatory reaction, and, together with the clinical picture and recent travel, the diagnosis of Paederus dermatitis (skin injury caused by contact with certain rove beetles) was made. He was treated with oral antihistamines, topical corticosteroids and cold compresses. After 8 days the lesions resolved, leaving post‑inflammatory hyperpigmentation.",
"literacy_label": "intermediate_health_literacy"
},
{
"generated_text": "A 20-year-old Arabic male martial artist had 5 weeks of left hamstring pain after a sports injury and did not improve with medications or physiotherapy. Hamstring syndrome was ruled out, and he stopped all sports during recovery. Intervention: a modified slump mobilization (a seated nerve-gliding technique) was performed with four repetitions on 3 consecutive days, along with postural retraining. Outcomes: Pain on the numeric pain rating scale improved from 5/10 at rest and 7/10 with activity to 2/10 at rest and 4/10 with activity by day 3. The Knee Society Score also improved: pain from 22 to 61 and function from 30 to 80. At 2 months, he reported complete symptom resolution and returned to sports without limitation.",
"literacy_label": "intermediate_health_literacy"
},
{
"generated_text": "A 5-year-old presented to the pediatric ED 13 hours after ingesting chlorpyrifos with abnormal jerks, severe dyspnea, tachypnea (RR 48/min with intermittent sighs), diaphoresis, salivation, polyuria, vomiting, and subsequent aspiration of a charcoal–palm oil mixture. On arrival: T 38.3°C, GCS 3/15, pinpoint pupils, generalized hypotonia, SpO2 88% with widespread crackles, HR 180/min, BP 120/80 mmHg, random blood glucose 14 mg/dl. Serum lactate and cholinesterase levels were unavailable. The working diagnoses were severe organophosphate poisoning (cholinergic crisis with type I paralysis), aspiration pneumonitis, respiratory failure, and impending shock. Because ICU care was unaffordable, NIV via bubble CPAP was initiated, improving SpO2 to 99–100%. Hypoglycemia was corrected with a dextrose bolus; 20 ml/kg normal saline was given for tachycardia. The patient received IV dexamethasone, mannitol, and atropine 0.02 mg/kg (discontinued after the first dose due to rapid tachycardia), plus empiric IV antibiotics for aspiration pneumonitis; pralidoxime was unavailable. Within 3 hours, a 500 mL fresh whole blood exchange transfusion (FWB-EBT) was performed, after which GCS improved to 9/15. Blood glucose fluctuated between 41–259 mg/dl during the first 15 hours and subsequently normalized. By hospital day 2, the patient developed thready pulses and hypotension; an additional NS bolus was administered and dopamine was started at 5 mcg/kg/min via a peripheral vein. Mannitol was discontinued. A second 500 mL FWB-EBT was performed. Over the first 30 hours, consciousness and respiratory distress improved, though rhonchi developed and were treated with nebulized salbutamol and budesonide; the patient was transitioned to oxygen via nasal prongs with SpO2 ~97%. A day-2 chest radiograph showed bilateral infiltrates consistent with pneumonia. Full consciousness returned by hour 39. Antioxidants (IV vitamins C and B; oral vitamin E and zinc) were started, and diet was advanced over 48 hours. The patient responded rapidly overall, did not develop intermediate syndrome, and was discharged on hospital day 10; follow-up was lost. Exchange transfusion was utilized as a detoxification strategy in the absence of oximes and may have contributed to clinical stabilization by reducing circulating toxin and replenishing cholinesterase activity, alongside atropinization, ventilatory support, fluids, and inotropic therapy.",
"literacy_label": "proficient_health_literacy"
},
{
"generated_text": "A 4-year-old boy had a cancer called neuroblastoma that had spread. He got strong chemotherapy and then had his own stem cells put back. Later, he received a cord blood transplant from a donor. About a month before his lung problem, he had cold-like symptoms and tested positive for RSV. On day 194 after the cord blood transplant, he developed a rare problem where the small veins in the lungs get blocked (PVOD). A lung biopsy showed damage that looked like it came from a virus, along with the PVOD changes. This suggests the RSV infection may have helped trigger the lung problem.",
"literacy_label": "low_health_literacy"
},
{
"generated_text": "A young man from Morocco had strong liver pain for about a month. He also had mild signs that can come with TB infection. Scans of his belly showed small spots in his liver. Doctors used a small camera surgery to take a tiny piece from one of the spots. The test on that piece proved the spots were TB in the liver. He started TB medicines. He felt better, and his blood tests got better too.",
"literacy_label": "low_health_literacy"
},
{
"generated_text": "A 29-year-old gravida V para IV (3 spontaneous vaginal deliveries, prior cesarean for failed induction 4 years earlier) presented for ANC at 32 weeks by LNMP. Maternal labs: VDRL, HBsAg, and urinalysis negative; CBC within normal limits; blood group A Rh-positive. Obstetric ultrasound revealed normal fetal anatomy except the heart. Fetal echocardiography showed normal situs; atria of comparable size; normally positioned atrioventricular and semilunar valves with normal motion; ventricles comparable in size and contractility; left ventricle forming the apex; no ventricular septal defect. Two circumscribed, round, echogenic masses were noted on the left ventricular papillary muscles, measuring 18.2 × 8.3 mm and 13.5 × 8.3 mm. LVOT and RVOT anatomy and function were normal on 2D and color flow. Impression: cardiac rhabdomyoma. Given the association with tuberous sclerosis complex (TSC), detailed neurosonography and systemic evaluation were performed and were unremarkable. She continued routine ANC without complications to 39 weeks. At 39 weeks + 1 day, a cesarean section (repeat on request at term) delivered a 3200 g female, Apgar 10 and 10 at 1 and 5 minutes. Postoperative courses for mother and neonate were uneventful; discharge occurred on postoperative day 3. The neonate was evaluated on days 1, 7, and 30: physical examinations were normal; no seizure activity or new cutaneous lesions; mass dimensions were similar to the antenatal findings. At 7 months, development was age-appropriate; pediatric echocardiography showed well-circumscribed hyperechoic masses on both left ventricular papillary muscles measuring 21.8 × 9.2 mm and 14.7 × 8.5 mm, without left ventricular inflow obstruction. At 12 months, anthropometric and neurobehavioral development remained normal. Echocardiography again demonstrated well-circumscribed hyperechoic masses on both left ventricular papillary muscles with no size increment and no left ventricular inflow obstruction. Up to one year of age, apart from the persistent intracardiac rhabdomyomas, the child met none of the clinical diagnostic criteria for TSC. Notably, while cardiac rhabdomyomas often regress spontaneously in infancy, these lesions were stable through 12 months.",
"literacy_label": "proficient_health_literacy"
},
{
"generated_text": "She was 29 years old and had one child. She had HIV and a very weak immune system (CD4 count of 26). She had abnormal vaginal bleeding for one month. A tissue test from her cervix showed a blood cancer called Burkitt lymphoma in the cervix, outside the lymph nodes. Doctors also said the cervical cancer was stage 3B because it reached the pelvic wall and caused the kidneys to swell from blocked urine. A team of cancer doctors said she needed chemotherapy and radiation together. There was a long waiting list for this treatment. The start of care was delayed. She died 43 days after the diagnosis. She did not get the planned treatment.",
"literacy_label": "low_health_literacy"
},
{
"generated_text": "A 27-year-old woman with uncontrolled asthma and recent mild SARS-CoV-2 infection presented in March 2021 with left hemifacial pain and trismus 48 hours after completing phenoxymethylpenicillin 1,000,000 IU orally once daily for five days for a peritonsillar/oropharyngeal infection. She was hemodynamically stable, without oxygen requirement. Examination showed tender ipsilateral cervical lymphadenopathy and trismus. Admission labs demonstrated leukocytosis, thrombocytopenia, and elevated acute phase reactants; other parameters were within normal limits. Head and neck CT angiography identified a large thrombus within the internal jugular vein. Initial Doppler assessment of neck vessels did not add further actionable findings. Chest CT demonstrated bilateral septic pulmonary emboli. Management included immediate intravenous broad-spectrum antibiotics (ceftriaxone 1 g every 12 hours plus clindamycin 300 mg every 6 hours initially) and therapeutic anticoagulation with enoxaparin 60 mg subcutaneously every 12 hours, dose-adjusted to body weight and renal function. At 72 hours, she developed fever to 38.5 °C with rising leukocytosis; transthoracic echocardiography showed no valvular vegetations. Blood cultures remained negative and a pharyngeal exudate culture was obtained. Antibiotics were escalated to piperacillin–tazobactam 4.5 g IV every 6 hours, with subsequent clinical improvement and no organisms isolated. After 14 days of the revised regimen, follow-up chest CT showed resolution of pulmonary lesions. She was transitioned to oral clindamycin 300 mg every 6 hours and oral anticoagulation with acenocoumarol (dose-adjusted to body weight) and discharged. The presentation and imaging were consistent with internal jugular vein thrombosis complicated by septic pulmonary emboli.",
"literacy_label": "proficient_health_literacy"
},
{
"generated_text": "This story is about a 4‑month‑old baby girl from an Indigenous community in rural Panama. The nearest clinic was three hours away by canoe. She was not getting enough protein and calories. She suddenly had bad diarrhea. She got very dehydrated, like a plant without water. A probiotic medicine called Enterogermina was given at the start. She was moved to a large hospital. She arrived breathing hard. She was in shock, which means her blood was not carrying enough to her organs. A blood test found a hard‑to‑treat germ called MRSA. A stool test found a germ called C. difficile that can cause diarrhea. Later blood tests from her arm and from a central line found Bacillus clausii. Doctors tried many antibiotics, but the germs did not respond. Her organs began to fail. She died 12 days after she got to the hospital.",
"literacy_label": "low_health_literacy"
},
{
"generated_text": "A 35-year-old man developed heart failure due to Carney syndrome, which caused a cardiac myxoma and dilated cardiomyopathy. Three years earlier, he presented with sudden chest tightness and shortness of breath. Echocardiography suggested a myxoma, and the diagnosis of Carney syndrome with cardiac myxoma was confirmed by physical examination and genetic screening. He improved with symptomatic treatment and was discharged; surgery was not performed at that time. His symptoms later worsened, and he returned with severe (New York Heart Association class IV) heart failure. Echocardiography then showed dilated cardiomyopathy accompanied by a cardiac myxoma. He ultimately underwent heart transplantation, which successfully treated his heart failure.",
"literacy_label": "intermediate_health_literacy"
},
{
"generated_text": "We retrospectively reviewed medical records from a pediatric neurology consultation at a third‑level hospital (2015–2020) for patients with congenital myotonia. Inclusion criteria comprised a clinical diagnosis (myotonia, warm‑up phenomenon, characteristic electromyographic pattern and/or family history) and/or a molecular diagnosis (CLCN1 mutation). For each patient we abstracted demographics (age, sex), disease course (age of onset, symptoms and signs, time to diagnosis, clinical evolution), family history, and treatment response, along with complementary testing and genotypes. Five cases with a clinical diagnosis of congenital myotonia were identified: three with Becker’s disease (recessive phenotype) and two with Thomsen’s disease (dominant phenotype). Incidence relative to births was estimated at 1:15,000 for Becker phenotypes and 1:21,000 for Thomsen phenotypes. Most patients were female; the single male was the only child with onset before age six. Initial presentation included myotonia in the lower limbs in four of five patients and in the upper limbs in all but one. Age at onset ranged from 22 months to 12 years (median 6 years). Genetic diagnosis was pursued approximately two years after onset; one family declined testing. All patients reported worsening with cold; the warming phenomenon was noted only in those with the Becker phenotype. Patients with recessive congenital myotonia showed some progression. Family history included: patients 2 and 3 were sisters with unaffected parents; the mother of patient 1 had mild, cold‑provoked, doubtful clinical signs; the patient who declined genetic testing had a maternal‑line history of myotonia. Serum creatine kinase was not elevated in any case. The electromyogram was abnormal in all patients except the first one at 2.8/12 years of age (not repeated). Initial therapy most often used was oxcarbazepine in the recessive form, with generally good response; in case 2 it lost efficacy and mexiletine was initiated. Case 4 trialed several drugs without success due to loss of efficacy or adverse effects. Case 5 declined treatment given mild symptoms. Patient 1 harbored a previously undescribed, likely pathogenic variant, CLCN1: c.824T>C, maternally inherited. Cases 1–3 (Becker phenotype) carried composite heterozygosity mutations; cases 4–5 had the Thomsen phenotype, and case 5 declined genetic testing.",
"literacy_label": "proficient_health_literacy"
},
{
"generated_text": "Technique (TFD/PDT): The patient receives intravenous photosensitizer (Photogen, 1.5 mg/kg) 24 h pre‑procedure; peak absorption is 630 nm. Under general anesthesia, standard duodenoscopy (Olympus TJF‑180) is performed. After identification of the greater duodenal papilla and retrograde cannulation, a digital cholangioscope (SpyGlass DS, Boston Scientific) is introduced into the common bile duct. Cholangioscopy is used to identify the neoplastic stenosis. Under direct visualization, the illumination catheter (Medlight S.A., RD10‑323) is advanced through the cholangioscope. The catheter is a three‑way cannula: port 1 carries a 1‑cm cylindrical light diffuser with two black radiopaque markers denoting its limits; port 2 accommodates a 0.025‑inch guidewire; port 3 is an injection portal. Following cholangioscopic positioning, illumination is delivered at 90 J/cm² with power of 70 mW/cm², with 1‑cm stepwise repositioning to cover the entire stenosed segment. Completion cholangioscopy assesses immediate outcome and adverse events. Post‑procedure care: patients are fasted for 24 h; if no adverse events occur, oral intake is resumed. Discharge includes strict photoprotection instructions (avoidance of light exposure and use of sunglasses), especially during the first week after TFD. Results/Case: An 82‑year‑old man presented with a 2‑month history of obstructive jaundice and weight loss. EUS showed severe dilation of the common bile duct with choledocholithiasis; ERCP confirmed these findings but stone extraction was unsuccessful due to disproportionate ductal dilation, so a plastic biliary stent was placed. Cholestasis recurred 45 days later; two additional ERCPs failed to clear stones. During the third ERCP, a long irregular CHD stenosis was noted, prompting repeat EUS. Repeat EUS revealed a well‑circumscribed hypoechoic solid mass (1.8 × 2 cm) compressing the common hepatic duct, with apparent involvement of the common hepatic artery. Ultrasound‑guided needle biopsy confirmed moderately differentiated cholangiocarcinoma (Bismuth I). After staging, the lesion was deemed unresectable and the patient was referred for palliative therapy. Following multidisciplinary discussion, adjunctive PDT was performed to treat recurrent biliary obstruction. The procedure lasted 150 minutes without complications. A 10 Fr plastic stent was placed for biliary drainage (SEMS unavailable at that time). No photosensitivity occurred in the subsequent week. Early recurrence of cholestasis with cholangitis ensued; ERCP demonstrated stent occlusion by debris and biliary sludge secondary to tumor necrosis. A biliary scan and re‑drainage resolved the acute episode. He then remained asymptomatic for three months—the longest interval since symptom onset. At subsequent recurrence, a self‑expanding metal stent was placed. He continued systemic therapy and later required a duodenal stent for palliation of dysphagia. He died from complications of pulmonary metastases two years after symptom onset and 15 months after the TFD session. Mechanistic context: PDT activates the photosensitizer at 630 nm to generate reactive oxygen species, inducing localized tumor cytotoxicity and microvascular damage, which can debulk malignant biliary strictures and improve ductal patency.",
"literacy_label": "proficient_health_literacy"
}
],
"signature": {
"instructions": "Analyze the linguistic complexity, use of medical jargon, and sentence\nstructure of 'generated_text' to determine the health literacy level.",
"fields": [
{
"prefix": "Generated Text:",
"description": "A version of the source text rewritten for a specific audience."
},
{
"prefix": "Reasoning: Let's think step by step in order to",
"description": "${reasoning}"
},
{
"prefix": "Literacy Label:",
"description": "Classification: low_health_literacy (simple words, no jargon), intermediate_health_literacy (moderate technicality), or proficient_health_literacy (highly technical/original level)."
}
]
},
"lm": null
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