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Published at November 13TRACE: Transformer-based Risk Assessment for Clinical Evaluation
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cs.AI
cs.LG
Released Date: November 13, 2024
Authors: Dionysis Christopoulos1, Sotiris Spanos1, Valsamis Ntouskos2, Konstantinos Karantzalos1
Aff.: 1National Technical University of Athens; 2Universitas Mercatorum
| Feature Name | Description | Data Type |
|---|---|---|
| State | State FIPS Code | categorical |
| Sex | Sex of Respondent | categorical |
| GeneralHealth | Personal evalution of General Health | categorical |
| PhysicalHealthDays | For how many days during the past 30 days was your physical health not good? | continuous |
| MentalHealthDays | For how many days during the past 30 days was your mental health not good? | continuous |
| MedicalCost | Was there a time in the past 12 months when you needed to see a doctor but could not because you could not afford it? | categorical |
| LastCheckupTime | About how long has it been since you last visited a doctor for a routine checkup? | categorical |
| PhysicalActivities | During the past month did you participate in any physical activities such as running, calisthenics, golf, gardening, or walking for exercise? | categorical |
| SleepHours | On average, how many hours of sleep do you get in a 24-hour period? | continuous |
| RemovedTeeth | How many of your permanent teeth have been removed because of tooth decay or gum disease? | categorical |
| HadStroke | (Ever told) (you had) a stroke. | categorical |
| HadAsthma | (Ever told) (you had) asthma? | categorical |
| StillHaveAsthma | Do you still have asthma? | categorical |
| HadSkinCancer | (Ever told) (you had) skin cancer that is not melanoma? | categorical |
| HadMelanoma | (Ever told) (you had) melanoma or any other types of cancer? | categorical |
| HadCOPD | (Ever told) (you had) C.O.P.D. (chronic obstructive pulmonary disease), emphysema or chronic bronchitis? | categorical |
| HadDepressiveDisorder | (Ever told) (you had) a depressive disorder (including depression, major depression, dysthymia, or minor depression)? | categorical |
| HadKidneyDisease | Not including kidney stones, bladder infection or incontinence, were you ever told you had kidney disease? | categorical |
| HadArthritis | (Ever told) (you had) some form of arthritis, rheumatoid arthritis, gout, lupus, or fibromyalgia? | categorical |
| HadDiabetes | (Ever told) (you had) diabetes? | categorical |
| Marital | Marital status | categorical |
| Education | Level of education completed | categorical |
| Employment | Employment status | categorical |
| Income | Income categories | categorical |
| DeafOrHardOfHearing | Are you deaf or do you have serious difficulty hearing? | categorical |
| BlindOrVisionDifficulty | Are you blind or do you have serious difficulty seeing, even when wearing glasses? | categorical |
| DifficultyConcentrating | Because of a physical, mental, or emotional condition, do you have serious difficulty concentrating, remembering, or making decisions? | categorical |
| DifficultyWalking | Do you have serious difficulty walking or climbing stairs? | categorical |
| DifficultyDressingBathing | Do you have difficulty dressing or bathing? | categorical |
| DifficultyErrands | Because of a physical, mental, or emotional condition, do you have difficulty doing errands alone such as visiting a doctor´s office or shopping? | categorical |
| SmokerStatus | Four-level smoker status | categorical |
| ECigaretteUsage | Four-level e-cigarette usage status | categorical |
| ChestScan | Have you ever had a CT or CAT scan of your chest area? | categorical |
| RaceEthnicityCategory | Five-level race/ethnicity category | categorical |
| AgeCategory | Fourteen-level age category | categorical |
| HeightInMeters | Reported height in meters | continuous |
| WeightInKilograms | Reported weight in kilograms | continuous |
| BMI | Body Mass Index (BMI) | continuous |
| AlcoholDrinkers | Adults who reported having had at least one drink of alcohol in the past 30 days. | categorical |
| HIVTesting | Adults who have ever been tested for HIV | categorical |
| FluVaxLast12 | During the past 12 months, have you had either flu vaccine that was sprayed in your nose or flu shot injected into your arm? | categorical |
| PneumoVaxEver | Have you ever had a pneumonia shot also known as a pneumococcal vaccine? | categorical |
| TetanusLast10Tdap | Have you received a tetanus shot in the past 10 years? Was this Tdap, the tetanus shot that also has pertussis or whooping cough vaccine? | categorical |
| HighRiskLastYear | HIV high risk for the past 12 months | categorical |
| HadCovid | Has a doctor, nurse, or other health professional ever told you that you tested positive for COVID 19? | categorical |
| CovidSymptoms | Did you have any symptoms lasting 3 months or longer that you did not have prior to having coronavirus or COVID-19? | categorical |
| PrimaryCovidSymptom | Which was the primary COVID-19 symptom that you experienced? | categorical |
| HeavyDrinkers | Heavy drinkers (adult men having more than 14 drinks per week and adult women having more than 7 drinks per week) | categorical |