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Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)
Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies
Apparent life-threatening events (ALTE), also known as a brief resolved unexplained event (BRUE) is when a baby for less than a minute has one or more of bluish skin, poor breathing, weakness, or poor responsiveness. By the time they are assessed in a healthcare environment they must be back to normal.
Treatment involves possibly doing an ECG and watching the child for a period of time. Pertussis testing may also be done. Other tests are not typically recommended.
The U.S Food and Drug Administration defines a serious adverse event as one when the patient outcome is one of the following:
- Death
- Life-threatening
- Hospitalization (initial or prolonged)
- Disability - significant, persistent, or permanent change, impairment, damage or disruption in the patient's body function/structure, physical activities or quality of life.
- Congenital anomaly
- Requires intervention to prevent permanent impairment or damage
Severity is a point on an arbitrary scale of intensity of the adverse event in question. The terms "severe" and "serious" when applied to adverse events are technically very different. They are easily confused but can not be used interchangeably, requiring care in usage.
A headache is severe, if it causes intense pain. There are scales like "visual analog scale" that help clinicians assess the severity. On the other hand, a headache is not usually serious (but may be in case of subarachnoid haemorrhage, subdural bleed, even a migraine may temporally fit criteria), unless it also satisfies the criteria for seriousness listed above.
Panayiotopoulos syndrome occurs exclusively in otherwise normal children and manifests mainly with infrequent autonomic epileptic seizures and autonomic status epilepticus. Onset of seizures is from age 1 to 14 years with 76% starting between 3–6 years. Autonomic seizures consist of episodes of disturbed autonomic function with nausea, retching and vomiting as predominant symptoms. Other autonomic manifestations include pallor (or, less often, flushing or cyanosis), mydriasis (or, less often, miosis), cardiorespiratory and thermoregulatory alterations, incontinence of urine and/or feces, hypersalivation, and modifications of intestinal motility. In approximately one fifth of the seizures the child becomes unresponsive and flaccid (syncope-like epileptic seizures or ictal syncope) before or often without convulsions. Syncope-like epileptic seizures (ictal syncope) with the child becoming "completely unresponsive and flaccid like a rag doll" occur in one fifth of the seizures. More-conventional seizure symptoms often appear after the onset of autonomic manifestations. The child, who was initially fully conscious, becomes confused and unresponsive. Eyes turn to one side or gaze widely open. Only half of the seizures end with brief hemiconvulsions or generalized convulsions. Autonomic symptoms may be the only features of the seizures. None of the above symptoms alone is a prerequisite for diagnosis. Recurrent seizures may not be stereotyped. The same child may have brief or prolonged seizures and autonomic manifestations may be severe or inconspicuous. The full emetic triad (nausea, retching, vomiting) culminates in vomiting in 74% of the seizures; in others only nausea or retching occur, and in a few, none of the emetic symptoms are apparent.
Most of the seizures are prolonged and half of them last more than 30 minutes thus constituting autonomic status epilepticus, which is the more common nonconvulsive status epilepticus in normal children. Characteristically, even after the most severe seizures and autonomic status epilepticus, the child is normal after a few hours of sleep, which is both diagnostic and reassuring. However, it has been recently reported that sometime after status epilepticus in children with Panayiotopoulos syndrome a. growth of the frontal and prefrontal lobes is slightly decreased and b.the scores on the neuropsychological tests is decreased.
Focal onset hemiconvulsions or generalised convulsions occur in nearly half of the seizures. These are usually shorter than the preceding autonomic manifestations but in a few cases a. they may be prolonged constituting convulsive status epilepticus or b. the preceding autonomic manifestations are brief and not apparent
Seizures can occur at any time but they are more common during sleep.
Types A and B were proposed in the 1970s, and the other types were proposed subsequently when the first two proved insufficient to classify ADRs.
Panayiotopoulos syndrome (named after C. P. Panayiotopoulos) is a common idiopathic childhood-related seizure disorder that occurs exclusively in otherwise normal children (idiopathic epilepsy) and manifests mainly with autonomic epileptic seizures and autonomic status epilepticus. An expert consensus has defined Panayiotopoulos syndrome as "a benign age-related focal seizure disorder occurring in early and mid-childhood. It is characterized by seizures, often prolonged, with predominantly autonomic symptoms, and by an EEG [electroencephalogram] that shows shifting and/or multiple foci, often with occipital predominance."
Status dystonicus is a serious and potentially life-threatening disorder which occurs in people who have primary or secondary dystonia. Symptoms consist of widespread severe muscle contractions. Treatment can be difficult but status dystonicus may respond to midazolam, propofol, baclofen and pallidal deep brain stimulation.
Onset is usually confined to infancy and early childhood, with peak prevalence at 18–36 months. In rare cases, particularly where the child is severely mentally impaired, onset may extend to adolescence.
The classical symptoms of the syndrome are spasmodic torticollis and dystonia. Nodding and rotation of the head, neck extension, gurgling, writhing movements of the limbs, and severe hypotonia have also been noted.
Spasms may last for 1–3 minutes and may occur up to 10 times a day. Ingestion of food is often associated with occurrence of symptoms; this may result in reluctance to feed. Associated symptoms, such as epigastric discomfort, vomiting (which may involve blood) and abnormal eye movements have been reported. Clinical signs may also include anaemia.
AHC patients exhibit a wide range of symptoms in addition to hemiplegic attacks. These can be further characterized as paroxysmal and non-paroxysmal symptoms. Paroxysmal symptoms are generally associated with hemiplegic attacks and may occur suddenly with hemiplegia or on their own. Paroxysmal symptoms may last for variable amounts of time. Non-paroxysmal symptoms tend to be side effects of AHC which are present at all times, not just during episodes or attacks. Epilepsy, which is also considered a paroxysmal symptom, plays an important role in the progression and diagnosis of AHC.
A maternal near miss (MNM) is an event in which a pregnant woman comes close to maternal death, but does not die – a "near-miss". Traditionally, the analysis of maternal deaths has been the criteria of choice for evaluating women's health and the quality of obstetric care. Due to the success of modern medicine such deaths have become very rare in developed countries, which has led to an increased interest in analyzing so-called "near miss" events.
Thrombotic Storm has been seen in individuals of all ages and races. The initial symptoms of TS present in a similar fashion to the symptoms experienced in deep vein thrombosis. Symptoms of a DVT may include pain, swelling and discoloration of the skin in the affected area. As with DVTs patients with TS may subsequently develop pulmonary emboli. Although the presentation of TS and DVTs are similar, TS typically progresses rapidly, with numerous clots occurring within a short period of time. After the formation of the initial clot a patient with TS typically begins a “clotting storm” with the development of multiple clots throughout the body. Rapid progression within a short period of time is often seen, affecting multiple organs systems. The location of the clot is often unusual or found in a spot in the body that is uncommon such as the dural sinus. Patients tend to respond very well to anticoagulation such as coumadin or low molecular weight heparin but may become symptomatic when treatment is withheld.
While the key clinical characteristics of thrombotic storm are still being investigated, it is believed that the clinical course is triggered by a preexisting condition, known as a hypercoagulable state. These can include such things as pregnancy, trauma or surgery. Hypercoagulable states can be an inherited or acquired risk factor that then serves as a trigger to initiate clot formation. However, in a subset of patient with TS a trigger cannot be identified. Typically people with TS will have no personal or family history of coagulations disorders.
Cocaine intoxication refers to the immediate and deleterious effects of cocaine on the body. Although cocaine intoxication and cocaine dependence can be present in the same individual, these syndromes present with different symptoms.
Sandifer syndrome (or Sandifer's syndrome) is an eponymous paediatric medical disorder, characterised by gastrointestinal symptoms and associated neurological features. There is a significant correlation between the syndrome and Gastro-Oesophageal Reflux Disease (GORD); however, it is estimated to occur in less than 1% of children with reflux.
Chronologically, hemiplegic attacks are not always the first symptom of AHC, but they are the most prominent symptom, as well as the symptom for which the disorder is named. Hemiplegic attacks may affect one or both sides of the body, and attacks which affect both sides of the body may be referred to as either or quadriplegic attacks. One of the unique characteristics of AHC is that hemiplegic attacks, as well as other symptoms which may co-occur with hemiplegia, cease immediately upon sleep. During strong attacks, the symptoms may reoccur upon waking. Hemiplegic attacks can occur suddenly or gradually, and the severity of an attack can vary over its duration. The attacks may alternate from one side of the body to another, though this is rare. The length of attacks may also vary from minutes to weeks, though length of attacks varies more greatly between people than between attacks for one person. Both bilateral and hemiplegic attacks are associated with pseudobulbar features such as dysphagia, dysarthria, and respiratory difficulty. Paralysis is also often accompanied by changes in skin color and temperature, sweating, restlessness, tremor, screaming, and the appearance of pain. Hemiplegic attacks happen irregularly and can occur with speech, eating, and swallowing impairment. Patients with AHC are frequently underweight due to these side effects. The average age of onset for hemiplegic episodes has been found to be 6–7 months of age. This early onset gives the name of this disorder the slightly misleading ending 'of childhood'. AHC is not exclusively limited to childhood – attacks become milder after the first ten years of life, but they never completely disappear.
Currently laboratory testing is not as reliable as observation when it comes to defining the parameters of Thrombotic Storm. Careful evaluation of possible thrombosis in other organ systems is pertinent in expediting treatment to prevent fatality.Preliminary diagnosis consists of evidence documented with proper imaging studies such as CT scan, MRI, or echocardiography, which demonstrate a thromboembolic occlusion in the veins and/or arteries. Vascular occlusions mentioned must include at least two of the clinic events:
- Deep venous thrombosis affecting one (or more) limbs and/or pulmonary embolism.
- Cerebral vein thrombosis.
- Portal vein thrombosis, hepatic vein, or other intra-abdominal thrombotic events.
- Jugular vein thrombosis in the absence of ipsilateral arm vein thrombosis and in the absence of ipsilateral central venous access.
- Peripheral arterial occlusions, in the absence of underlying atherosclerotic vascular disease,
- resulting in extremity ischemia and/or infarction.
- Myocardial infarction, in the absence of severe coronary artery disease
- Stroke and/or transient ischemic attack, in the absence of severe atherosclerotic disease and at an age less than 60 years.
- Central retinal vein and/or central retinal arterial thrombosis.
- Small vessel thrombosis affecting one or more organs, systems, or tissue; must be documented by histopathology.
In addition to the previously noted vascular occlusions, development of different thromboembolic manifestations simultaneously or within one or two weeks must occur and the patient must have an underlying inherited or acquired hypercoagulable state (other than Antiphospholipid syndrome)
According to the World Health Organization, if a woman present any of the conditions below during pregnancy, childbirth or within 42 days of termination of pregnancy and survive, she is considered as a maternal near miss case.
Cardiovascular dysfunction
Respiratory dysfunction
Renal dysfunction
Coagulation dysfunction
Hepatic dysfunction
Neurologic dysfunction
Uterine dysfunction
PRS symptoms have common characteristics with many other psychiatric disorders. However, none of the present DSM diagnoses can account for the full scope of symptoms seen in PRS, and refusal to eat, weight loss, social withdrawal and school refusal can be considered as the main distinctive features. Any system may be involved, however some more commonly engaged than others.
Gastrointestinal:
- recurring pain
- nausea
- loss of appetite
Neurological:
- headache
- seizure
- motor dysfunction
- sensory dysfunction
- fatigue
- altered consciousness
Musculoskeletal:
- joint pains
- muscle weakness
The symptoms of a cerebral contusion (bruising on the brain) depend on the severity of the injury, ranging from minor to severe. Individuals may experience a headache; confusion; sleepiness; dizziness; loss of consciousness; nausea and vomiting; seizures; and difficulty with coordination and movement. They may also have difficulty with memory, vision, speech, hearing, managing emotions, and thinking. Signs depend on the contusion's location in the brain.
Cocaine increases alertness, feelings of well-being, euphoria, energy, competence, sociability, and sexuality. Common side effects include anxiety, increased temperature, paranoia, restlessness, and teeth grinding. With prolonged use, the drug can cause insomnia, anorexia, tachycardia, hallucinations, and paranoid delusions. Possible lethal side effects include rapid heartbeat, abnormal heart rhythms, tremors, convulsions, markedly increased core temperature, renal failure, heart attack, stroke and heart failure.
Depression with suicidal ideation may develop in heavy users. Finally, a loss of vesicular monoamine transporters, neurofilament proteins, and other morphological changes appear to indicate a long-term damage to dopamine neurons. Chronic intranasal usage can degrade the cartilage separating the nostrils (the septum nasi), which can eventually lead to its complete disappearance.
Studies have shown that cocaine usage during pregnancy triggers premature labor and may lead to abruptio placentae.
One major symptom of a mental breakdown is depression. When someone is depressed they may experience weight loss or gain (often due to changes in appetite), suicidal thoughts, loss of interest in social, family or work life, insomnia or hypersomnia, exhaustion or fatigue and feelings of hopelessness or worthlessness. Another symptom of a breakdown is anxiety, which can produce an increase in blood pressure, dizziness, trembling, or feeling sick to the stomach. Panic attacks are very similar to mental breakdowns, but can also be a symptom in some cases. Difficulty with breathing and extreme fear, alongside rapid heartbeat may occur in those who are experiencing a panic attack. In more severe cases of mental breakdown, a person may experience mood swings, hallucinations, paranoia, and flashbacks. In each of these more severe cases there can be a more serious underlying problem that caused the mental breakdown. Hallucinations may suggest schizophrenia or other disorders involving psychosis, mood swings may suggest bipolar disorder or other mood disorders (or personality disorders such as BPD), and flashbacks may suggest posttraumatic stress disorder. The severity of each of these disorders and symptoms may vary based upon the person and their background.
Pervasive refusal syndrome (PRS), now referred to as pervasive arousal withdrawal syndrome (PAWS), is a rare but serious child psychiatric disorder that was first described by Bryan Lask and colleagues in 1991. As of 2011, it is not included in the standard psychiatric classification systems. PRS is the name allotted to a disorder in which children have abandoned their involvement in all phases of their life. It's characterized by refusal to eat, drink, talk, walk or self-care, and a firm resistance to treatment. PRS is very rare and its cause is unclear, but its severity makes it life-threatening. The disorder usually begins with a 'virus', or the child having a 'pain', that results in the need for consulting a doctor or going to the hospital, even though no substantial cause can be found. PRS starts slowly, but the child then worsens quickly becoming reluctant or not capable to do anything for themselves. They originally refuse to accept others caring for them, or helping them eat, and are very depressed and distraught. It is not guaranteed that recovery will take place, and it is a lengthy and complex process, involving specialist medical care. Nevertheless, once the patient is healthy, relapse is very infrequent.
A family with a psychiatric history or environmental stress factors can also play a role. Hospitalization is almost always necessary and the recovery period is lengthy; typically 12.8 months. During the recovery period symptoms disappear in the opposite order they appear. About 67% of the cases show complete recovery.
PRS may be linked to learned helplessness, and so it can be important for the patient to be able to manage the rate of their recovery. Music therapy may help in this regard as it provides empowerment by giving the patient choice and control, while allowing for improvisation can result in a sense of affirmation and validation; all important for a successful recovery.
The signs and symptoms of TTP may at first be subtle and nonspecific. Many people experience an influenza-like or diarrheal illness before developing TTP. Neurological symptoms are very common and vary greatly in severity. Frequently reported symptoms include feeling very tired, confusion, and headaches. Seizures and symptoms similar to those of a stroke can also be seen.
As TTP progresses, blood clots form within small blood vessels (microvasculature), and platelets (clotting cells) are consumed. As a result, bruising, and rarely bleeding can occur. The bruising often takes the form of purpura, while the most common site of bleeding, if it occurs, is from the nose or gums. Larger bruises (ecchymoses) may also develop.
The classic presentation of TTP includes a constellation of five medical signs which classically support the clinical diagnosis of TTP, although it is unusual for patients to present with all 5 symptoms. The pentad includes:
- Fever
- Changes in mental status
- Thrombocytopenia
- Reduced kidney function
- Haemolytic anaemia (microangiopathic hemolytic anemia).
High blood pressure (hypertension) may be found on examination.
Autonomic dysreflexia can become chronic and recurrent, often in response to longstanding medical problems like soft tissue ulcers or hemorrhoids. Long term therapy may include alpha blockers or calcium channel blockers.
Complications of severe acute hypertension can include seizures, pulmonary edema, myocardial infarction or cerebral hemorrhage. Additional organs that may be affected include the kidneys and retinas of the eyes.
This condition is distinct and usually episodic, with the people experiencing remarkably high blood pressure (often with systolic readings over 200 mm. Hg), intense headaches, profuse sweating, facial erythema, goosebumps, nasal stuffiness, a "feeling of doom" or apprehension, and blurred vision. An elevation of 40 mm Hg over baseline systolic should be suspicious for dysreflexia.
Numerous small contusions from broken capillaries that occur in grey matter under the cortex are called multiple petechial hemorrhages or multifocal hemorrhagic contusion. Caused by shearing injuries at the time of impact, these contusions occur especially at the junction between grey and white matter and in the upper brain stem, basal ganglia, thalamus and areas near the third ventricle. The hemorrhages can occur as the result of brain herniation, which can cause arteries to tear and bleed. A type of diffuse brain injury, multiple petechial hemorrhages are not always visible using current imaging techniques like CT and MRI scans. This may be the case even if the injury is quite severe, though these may show up days after the injury. Hemorrhages may be larger than in normal contusions if the injury is quite severe. This type of injury has a poor prognosis if the patient is comatose, even with no apparent causes for the coma.