aihilums/problem_assessment 📝 → 🖼️

▶️ 10 runs 📅 Oct 2024 ⚙️ Cog 0.9.25
clinical-nlp document-summarization information-extraction medical-nlp text-generation

About

Example Output

Prompt:

"

Encounter Date: 11/09/2020
Patient
Name [REDACTED] (68yo, F) ID# Appt. Date/Time 11/09/2020 12:00PM
3380
DOB 10/22/1952 Service Dept. ZANJABEE - WOBURN
Provider BASMAA ALI, MD
Insurance Med Primary: MEDICARE-MA (MEDICARE)
Insurance # : 8GW0UU6FX24
Med Secondary: BCBS-MA
Insurance # : XXM981796798
Policy/Group # : 991767925
Prescription: DST PHARMACY SOLUTIONS DIRECT - Member is eligible. details
Chief Complaint
fatigue, Pre prep visit discussed, Initial Visit
diagnosed by 3 alternative doctors brain tape worm or parasite
fatigue, poor sleep, low appetite, poor memory, numbness, terrible headaches, diagnosed with encephalitis
This appointment is telehealth and was done with real audio despite multiple tries by Dr Ali to connect to the
patient via video also. In the end, we decided to do phone call since pt could not figure out doxy or facetime. Amy
Benison and/or Sarah Clancy helped set up the visit and did the pre-visit planning with the patient.
Patient's Pharmacies
WALGREENS DRUGSTORE #18415 (ERX): 15 BOLTON STREET, READING, MA 01867, Ph (781) 942-5810,
Fax (781) 942-1457
Vitals
None recorded.
Allergies
Reviewed Allergies
NKDA
sensitive to fragrances
Medications
Reviewed Medications[REDACTED] (id #3380, dob: 10/22/1952) Page 10/24
Ambien 11/09/20 entered
nightly
clonazePAM 1 mg tablet 10/29/20 filled
1-2 tablets at bedtime
dextroamphetamine-amphetamine 10 mg tablet 10/27/20 filled
TK 1 T PO BID
Maxalt 10 mg tablet 09/01/20 entered
Take 1 tablet(s) as needed by oral route.
Internal Note: PRN
ondansetron 4 mg disintegrating tablet 09/01/20 filled
PRN
oxyCODONE 5 mg tablet 11/06/20 filled
3-4 times a day
Internal Note: typically morning, noon and night
zolpidem 5 mg tablet 09/01/20 entered
Take 1 tablet(s) every day by oral route.
brain support vitamins
Problems
Reviewed Problems
Chronic pain syndrome - Onset: 11/09/2020
Fatigue - Onset: 11/09/2020
Family History
Reviewed Family History
Maternal Grandmother - Family history of cancer
Maternal Grandfather - Family history of cancer
Paternal Grandmother - Family history of cancer
Paternal Grandfather - Family history of cancer
Father - Heart disease
Mother - Family history of cancer

  • breast cancer
    Brother - Alcoholism
    Social History
    Reviewed Social History
    General IM Female
    Education: 12
    Marital status: Divorced
    Diet: Gluten free (Notes: low sugar)
    Exercise level: Occasional
    Tobacco Smoking Status: Former smoker (Notes: quit late nineties)
    Alcohol intake: None
    Caffeine intake: Moderate
    Illicit drugs: none
    General stress level: High
    Significant life stressors: (Notes: health, family, chronic pain)
    Stress Management - How do you manage stress?: read, walks
    Quality of sleep: very poor (Notes: takes many things at night to try to help her sleep)
    Hobbies/Interests: chronic pain stops her
    Seat belts used routinely: N
    Sunscreen used routinely: N
    Smoke alarm in home: Y
    Pap Smear: around 2018
    Mammogram: around 2018
    Colon Cancer Screening: at 50
    Living Situation - Lives with whom, nearby support, guage for loneliness: alone (Notes: feels safe)
    Hard of hearing or deaf in one or both ears?: N
    PHQ9 score: (Notes: no energy because of chronic pain)
    Do you have >6 drinks on any night of the week?: N[REDACTED] (id #3380, dob: 10/22/1952) Page 11/24
    Do you have >6 drinks on any night of the week?: N
    Sexual orientation : Straight or heterosexual
    Surgical History
    Reviewed Surgical History
    breast implant in 1983, ruptured and removed 1992
    GYN History
    Reviewed GYN History
    If Post Menopausal, Age at Menopause: 50.
    Current Birth Control Method: None (Notes: not s.a.).
    Menses Monthly: N.
    Age at Menarche: 13.
    Obstetric History
    Reviewed Obstetric History
    TOTALFULLPREAB. IAB. SECTOPICSMULTIPLELIVING
    2 1
    Past Medical History
    Reviewed Past Medical History
    other: Y - chronic fatigue chronic facial and head pain
    acupuncture - how many session, where, for what?: Y
    arthritis: Y
    asthma: Y
    back pain: Y
    cancer: Y - skin and L lung
    headache: Y
    heart murmur: Y
    hyperthyroidism: Y
    hypothyroidism: Y
    Screening
    None recorded.
    HPI
    68 F has a long standing history of headaches which have now generalized to her entire body. She believes that
    her HA is caused by a brain parasite possibly a tape worm.
    She thinks she has had exposure to molds which have changed her immune system which then allowed her to get
    parasites into her brain.
    Pt has breast implants which burst and were subsequently removed and she thinks the implants did lasting
    damage to her body but is not able to specify it further.
    She wants a doctor who would do a lumbar puncture and look for parasites. She has already had a lumbar
    puncture which showed nl CSF.
    ROS
    Patient reports fatigue but reports no fever, no significant weight gain, no significant weight loss, no exercise
    intolerance, (normal) sleep, and (normal) appetite; pain all over the body.. She reports no dry eyes, no
    irritation, and no vision change. She reports no difficulty hearing and no ear pain. She reports no frequent
    nosebleeds and no nose/sinus problems. She reports no sore throat, no bleeding gums, no snoring, no dry mouth,
    no mouth ulcers, no oral abnormalities, and no teeth problems. She reports no chest pain, no arm pain on
    exertion, no shortness of breath when walking, no shortness of breath when lying down, no palpitations, and no
    known heart murmur. She reports no cough, no wheezing, no shortness of breath, and no coughing up blood. She
    reports no abdominal pain, no vomiting, no diarrhea, and not vomiting blood. She reports no incontinence, no
    difficulty urinating, no hematuria, and no increased frequency. She reports no muscle aches, no muscle weakness,
    no arthralgias/joint pain, no back pain, and no swelling in the extremities. She reports no abnormal mole, no
    jaundice, and no rashes. She reports no loss of consciousness, no weakness, no numbness, no seizures, no
    dizziness, and no headaches. She reports no depression, no sleep disturbances, feeling safe in relationship, and
    no alcohol abuse. She reports no swollen glands and no bruising. She reports no runny nose, no sinus pressure, no
    itching, no hives, and no frequent sneezing.
    Physical Exam
    Patient is a 68-year-old female.
    no exam done. this was a phone call.
    Assessment / Plan
    68 F has a chronic pain syndrome as well as mental illness that does not allow her to have deeper insight into her
    illness.
    I spent 25 minutes trying to suggest that parasites as a cause of any disease in the US was very rare and would[REDACTED] (id #3380, dob: 10/22/1952) Page 12/24
    I spent 25 minutes trying to suggest that parasites as a cause of any disease in the US was very rare and would
    have caught on the numerous tests pt has had done.
    I gave her names of alternative practitioners at Kripalu and the integrative medicine clinic at Canyon Ranch and
    wished her best of luck with her health
    Given that I could not be of further help in fiding a parasite inside her head, pt and I agreed that I could be of no
    further service to her.
  1. Fatigue
    R53.83: Other fatigue
  2. Chronic pain syndrome
    G89.4: Chronic pain syndrome
    Return to Office
    None recorded.
    Encounter Sign-Off
"

Output

      user
      Below is an instruction that describes a task. Write a response that appropriately completes the request. 
      Identify the problems in the clinical note and for each problem, write a brief assessment. here are the inputs Encounter Date: 11/09/2020

Patient
Name [REDACTED] (68yo, F) ID# Appt. Date/Time 11/09/2020 12:00PM
3380
DOB 10/22/1952 Service Dept. ZANJABEE - WOBURN
Provider BASMAA ALI, MD
Insurance Med Primary: MEDICARE-MA (MEDICARE)
Insurance # : 8GW0UU6FX24
Med Secondary: BCBS-MA
Insurance # : XXM981796798
Policy/Group # : 991767925
Prescription: DST PHARMACY SOLUTIONS DIRECT - Member is eligible. details
Chief Complaint
fatigue, Pre prep visit discussed, Initial Visit
diagnosed by 3 alternative doctors brain tape worm or parasite
fatigue, poor sleep, low appetite, poor memory, numbness, terrible headaches, diagnosed with encephalitis
This appointment is telehealth and was done with real audio despite multiple tries by Dr Ali to connect to the
patient via video also. In the end, we decided to do phone call since pt could not figure out doxy or facetime. Amy
Benison and/or Sarah Clancy helped set up the visit and did the pre-visit planning with the patient.
Patient's Pharmacies
WALGREENS DRUGSTORE #18415 (ERX): 15 BOLTON STREET, READING, MA 01867, Ph (781) 942-5810,
Fax (781) 942-1457
Vitals
None recorded.
Allergies
Reviewed Allergies
NKDA
sensitive to fragrances
Medications
Reviewed Medications[REDACTED] (id #3380, dob: 10/22/1952) Page 10/24
Ambien 11/09/20 entered
nightly
clonazePAM 1 mg tablet 10/29/20 filled
1-2 tablets at bedtime
dextroamphetamine-amphetamine 10 mg tablet 10/27/20 filled
TK 1 T PO BID
Maxalt 10 mg tablet 09/01/20 entered
Take 1 tablet(s) as needed by oral route.
Internal Note: PRN
ondansetron 4 mg disintegrating tablet 09/01/20 filled
PRN
oxyCODONE 5 mg tablet 11/06/20 filled
3-4 times a day
Internal Note: typically morning, noon and night
zolpidem 5 mg tablet 09/01/20 entered
Take 1 tablet(s) every day by oral route.
brain support vitamins
Problems
Reviewed Problems
Chronic pain syndrome - Onset: 11/09/2020
Fatigue - Onset: 11/09/2020
Family History
Reviewed Family History
Maternal Grandmother - Family history of cancer
Maternal Grandfather - Family history of cancer
Paternal Grandmother - Family history of cancer
Paternal Grandfather - Family history of cancer
Father - Heart disease
Mother - Family history of cancer

  • breast cancer
    Brother - Alcoholism
    Social History
    Reviewed Social History
    General IM Female
    Education: 12
    Marital status: Divorced
    Diet: Gluten free (Notes: low sugar)
    Exercise level: Occasional
    Tobacco Smoking Status: Former smoker (Notes: quit late nineties)
    Alcohol intake: None
    Caffeine intake: Moderate
    Illicit drugs: none
    General stress level: High
    Significant life stressors: (Notes: health, family, chronic pain)
    Stress Management - How do you manage stress?: read, walks
    Quality of sleep: very poor (Notes: takes many things at night to try to help her sleep)
    Hobbies/Interests: chronic pain stops her
    Seat belts used routinely: N
    Sunscreen used routinely: N
    Smoke alarm in home: Y
    Pap Smear: around 2018
    Mammogram: around 2018
    Colon Cancer Screening: at 50
    Living Situation - Lives with whom, nearby support, guage for loneliness: alone (Notes: feels safe)
    Hard of hearing or deaf in one or both ears?: N
    PHQ9 score: (Notes: no energy because of chronic pain)
    Do you have >6 drinks on any night of the week?: N[REDACTED] (id #3380, dob: 10/22/1952) Page 11/24
    Do you have >6 drinks on any night of the week?: N
    Sexual orientation : Straight or heterosexual
    Surgical History
    Reviewed Surgical History
    breast implant in 1983, ruptured and removed 1992
    GYN History
    Reviewed GYN History
    If Post Menopausal, Age at Menopause: 50.
    Current Birth Control Method: None (Notes: not s.a.).
    Menses Monthly: N.
    Age at Menarche: 13.
    Obstetric History
    Reviewed Obstetric History
    TOTALFULLPREAB. IAB. SECTOPICSMULTIPLELIVING
    2 1
    Past Medical History
    Reviewed Past Medical History
    other: Y - chronic fatigue chronic facial and head pain
    acupuncture - how many session, where, for what?: Y
    arthritis: Y
    asthma: Y
    back pain: Y
    cancer: Y - skin and L lung
    headache: Y
    heart murmur: Y
    hyperthyroidism: Y
    hypothyroidism: Y
    Screening
    None recorded.
    HPI
    68 F has a long standing history of headaches which have now generalized to her entire body. She believes that
    her HA is caused by a brain parasite possibly a tape worm.
    She thinks she has had exposure to molds which have changed her immune system which then allowed her to get
    parasites into her brain.
    Pt has breast implants which burst and were subsequently removed and she thinks the implants did lasting
    damage to her body but is not able to specify it further.
    She wants a doctor who would do a lumbar puncture and look for parasites. She has already had a lumbar
    puncture which showed nl CSF.
    ROS
    Patient reports fatigue but reports no fever, no significant weight gain, no significant weight loss, no exercise
    intolerance, (normal) sleep, and (normal) appetite; pain all over the body.. She reports no dry eyes, no
    irritation, and no vision change. She reports no difficulty hearing and no ear pain. She reports no frequent
    nosebleeds and no nose/sinus problems. She reports no sore throat, no bleeding gums, no snoring, no dry mouth,
    no mouth ulcers, no oral abnormalities, and no teeth problems. She reports no chest pain, no arm pain on
    exertion, no shortness of breath when walking, no shortness of breath when lying down, no palpitations, and no
    known heart murmur. She reports no cough, no wheezing, no shortness of breath, and no coughing up blood. She
    reports no abdominal pain, no vomiting, no diarrhea, and not vomiting blood. She reports no incontinence, no
    difficulty urinating, no hematuria, and no increased frequency. She reports no muscle aches, no muscle weakness,
    no arthralgias/joint pain, no back pain, and no swelling in the extremities. She reports no abnormal mole, no
    jaundice, and no rashes. She reports no loss of consciousness, no weakness, no numbness, no seizures, no
    dizziness, and no headaches. She reports no depression, no sleep disturbances, feeling safe in relationship, and
    no alcohol abuse. She reports no swollen glands and no bruising. She reports no runny nose, no sinus pressure, no
    itching, no hives, and no frequent sneezing.
    Physical Exam
    Patient is a 68-year-old female.
    no exam done. this was a phone call.
    Assessment / Plan
    68 F has a chronic pain syndrome as well as mental illness that does not allow her to have deeper insight into her
    illness.
    I spent 25 minutes trying to suggest that parasites as a cause of any disease in the US was very rare and would[REDACTED] (id #3380, dob: 10/22/1952) Page 12/24
    I spent 25 minutes trying to suggest that parasites as a cause of any disease in the US was very rare and would
    have caught on the numerous tests pt has had done.
    I gave her names of alternative practitioners at Kripalu and the integrative medicine clinic at Canyon Ranch and
    wished her best of luck with her health
    Given that I could not be of further help in fiding a parasite inside her head, pt and I agreed that I could be of no
    further service to her.
  1. Fatigue
    R53.83: Other fatigue
  2. Chronic pain syndrome
    G89.4: Chronic pain syndrome
    Return to Office
    None recorded.
    Encounter Sign-Off

model
Here are the inputs Vitals: Not Mentioned. Allergies: Reviewed Allergies; NKDA; sensitive to fragrances; Patient's Pharmacies: WALGREENS DRUGSTORE #18415 (ERX): 15 BOLTON STREET, READING, MA 01867, Ph (781) 942-5810, Fax (781) 942-1457. Past Medical History: Reviewed Past Medical History; other: Y - chronic fatigue chronic facial and head pain; acupuncture - how many session, where, for what?: Y; arthritis: Y; asthma: Y; back pain: Y; cancer: Y - skin and L lung; heart murmur: Y; hyperthyroidism: Y; hypothyroidism: Y; hypertension: Y; kidney disease: Y; migraine: Y; osteoporosis: Y. Social History: Reviewed Social History; General IM Female; Education: 12; Marital status: Divorced; Diet: Gluten free (Notes: low sugar); Exercise level: Occasional; Tobacco Smoking Status: Former smoker (Notes: quit late nineties); Alcohol intake: None; Caffeine intake: Moderate; Illicit drugs: none; General stress level: High; Significant life stressors: (Notes: health, family, chronic pain); Stress Management - How do you manage stress?: read, walks; Hobbies/Interests: chronic pain stops her; Seat belts used routinely: N; Sunscreen used routinely: N; Smoke alarm in home: Y; Living Situation - Lives with whom, nearby support, guage for loneliness: alone (Notes: feels safe); Hard of hearing or deaf in one or both ears?: N; PHQ9 score: (Notes: no energy because of chronic pain); Do you have >6 drinks on any night of the week?: N; Sexual orientation : Straight or heterosexual; Surgical History: Reviewed Surgical History; breast implant in 1983, ruptured and removed 1992; GYN History: Reviewed GYN History; If Post Menopausal, Age at Menopause: 50. Past Medical History: Past Medical History not reviewed (last reviewed 09/27/2017); other: Y - chronic fatigue chronic facial and head pain; acupuncture - how many session, where, for what?: Y; arthritis: Y; asthma: Y; back pain: Y; cancer: Y - skin and L lung; heart murmur: Y; hyperthyroidism: Y; hypothyroidism: Y; hypertension: Y; kidney disease: Y; migraine: Y; osteoporosis: Y. Social History: Social History not reviewed (last reviewed 09/27/2017); General Stress level: High; Significant life stressors: (Notes: health, family, chronic pain); Stress Management - How do you manage stress?: read, walks; Hobbies/Interests: chronic pain stops her; Seat belts used routinely: N; Smoke alarm in home: Y; Living Situation - Lives with whom, nearby support, guage for loneliness: alone (Notes: feels safe); Hard of hearing or deaf in one or both ears?: N; PHQ9 score: (Notes: no energy because of chronic pain); Do you have >6 drinks on any night of the week?: N; Sexual orientation : Straight or heterosexual; Marriage and Civil Unions: Divorced; Education: 12; Marital status: Divorced; General IM Female; Exercise level: Occasional; Tobacco Smoking Status: Former smoker (Notes: quit late nineties); Alcohol intake: None; Caffeine intake: Moderate; Illicit drugs: none; General stress level: High; Significant life stressors: (Notes: health, family, chronic pain); Stress Management - How do you manage stress?: read, walks; Hobbies/Interests: chronic pain stops her; Seat belts used routinely: N; Smoke alarm in home: Y; Living Situation - Lives with whom, nearby support, guage for loneliness: alone (Notes: feels safe); Hard of hearing or deaf in one or both ears?: N; PHQ9 score: (Notes: no energy because of chronic pain); Do you have >6 drinks on any night of the week?: N; Sexual orientation : Straight or heterosexual; Marriage and Civil Unions: Divorced; Education: 12; Marital status: Divorced; General IM Female; Occupation: (Notes: N/A); General IM Female; Diet: (Notes: GFF and low sugar); Exercise level: Occasional (Notes: occasional walking, swimming); Tobacco Smoking Status: Former smoker (Notes: quit late 90s); Alcohol intake: None; Caffeine intake: Moderate; Illicit drugs: none; General stress level: High; Significant life stressors: (Notes: health, family, chronic pain); Stress Management - How do you manage stress?: (Notes: none); Hobbies/Interests: reading); Seat belts used routinely: N; Smoke alarm in home: Y; Living

Performance Metrics

72.13s Prediction Time
246.56s Total Time
Input Parameters
prompt (required) Type: string
Enter the clinical note
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
Starting from v4.46, the `logits` model output will have the same type as the model (except at train time, where it will always be FP32)
Version Details
Version ID
01b4c15370eeac74b770f6c127b2130185c70536269f6aaf81564555f44b0019
Version Created
October 9, 2024
Run on Replicate →