Monday, July 1, 2024

First case based thematic analysis with meta AI for the Altered sensorium project outcomes case report 3

Summary introduction:


Current Project PI: Dr Haripriya studying altered sensorium outcomes of community patients admitted for acute care in hospital settings 


Project details from her portfolio:



Similar project quantitative analysis with question to PI and project team:

Check out the quantitative thematic analysis in the form of various demographic and disease related themes (as quantitative associations with patients of altered sensorium) from a past similar project from Osmania shared full text here 👇


Share if you can answer the following questions quickly after reading the above quantitative thematic analysis:


What was already known to you around altered sensorium outcomes before your study?

What was already known to the world around altered sensorium outcomes before your study although you didn't know it?

What was not known to the world around altered sensorium outcomes before your study?

Current Project qualitative analysis aimed at creating a UDLCO based on case based reasoning and thematic analysis of each case before a final qualitative meta analysis:

1) 

a)First case case report form as an intern prepared rough draft link:



b) First case user driven team based learning toward thematic analysis in a UDLC user driven learning community (PaJR group):


2)  

a)2nd case report form as a rough draft of her second "altered sensorium ProJ" patient for thematic analysis in the ProJR as shared by the PI Dr Haripriya:
b)2nd case user driven team based learning toward thematic analysis in a UDLC user driven learning community (ProJR group):


3)

a) 3rd case report form as a rough draft of her second "altered sensorium ProJ" patient for thematic analysis in the ProJR as shared by the PI Dr Haripriya:






b)3rd case user driven team based learning toward thematic analysis in a UDLC user driven learning community (ProJR group):

[30/06, 17:51] group moderator: Share step 1:

Socratic questioning

[30/06, 18:00] Pushed Communicator 1N21: In this case,the patient developed diabetes since 10 years sir,and he was on regular followup for his blood sugars since then and since,5 months he developed recurrent hypoglycemic episodes since then ,but not tested for the kidney function, means he  started having his microvascular changes long back but manifested since 5 months,and then developed ESRD and started on hemodialysis..

Diagnostic uncertainty:Even he has vomitings and fever (The recent illness),with history of Recurrent hypoglycemic attacks,now the alteration in sensorium could it be because of hypoglycemia??or uremia...

As the GRBS was normal at the time of admission and sensorium improved after hemodialysis,the alternation in sensorium could be attributed to uremia..
Therapeutic uncertainty:
No therapeutic uncertainty in this case,as the sensorium became normal after hemodialysis.

[30/06, 18:03] Pushed Communicator 1N21: 

Emerging themes:
Adult male , Mason
Complexities:
Diabetes and End organ damage
Diagnostic uncertainty:
Hypoglycemia vs uremia
Therapeutic uncertainty:Nil

[30/06, 18:23] group moderator: 

The title of the case report says CRF 1 year!

Why was he on oral hypoglycemics since one year?

Isn't this an important emerging theme?

Inappropriate prescriptions of oral hypoglycemics to patients with renal failure?

Also there's a lot of missing data in this case report!

Why are we attributing his renal failure with recent exacerbation to renal failure alone? Please review the literature around non diabetic kidney disease in diabetes, @⁨Sai Charan 2020's Thursday clinical meeting case


[30/06, 18:25] group moderator: No mention of events just before presentation to the hospital except "Vomiting since 1week,1episode per day,food particals as content"!!


[30/06, 18:28] Pushed Communicator 1N21: 

That's the history they gave Sir 
I remembered his wife gave information about the previous hypoglycemic episodes clearly when asked for sir,but not this episode ..

[30/06, 18:31] group moderator: The events are fragmented

There's no mention of how he developed his altered sensorium in the history during the current admission. Did it happen after or before the vomiting?

[30/06, 18:44] Pushed Communicator 1N21: After the vomiting only sir, altered sensorium since 1 day..
It's mentioned in the pajr description link sir


[30/06, 19:16] Rakesh Biswas: Share the PaJR link

[30/06, 19:53] Rakesh Biswas: Alright saw the description box but it's exactly the same as what is in the case report!

[30/06, 20:08] Pushed Communicator 1N21: Altered sensorium since 1 day sir

[30/06, 20:09] Rakesh Biswas: Yes but it's not clear how it started? Sudden gradual? We need to know the details of the event

[30/06, 20:09] Pushed Communicator 1N21: We don't know that in the present admission sir

[30/06, 20:24] Rakesh Biswas: Yes so one reason there aren't any emerging learning themes in other words no learning is because of deficient data capture because of which the analysis needs to begin as soon as the patient presents to us as it enables us to capture further data in a prospective manner ensuring that we don't end up later with such wide gaps in the data

[30/06, 20:28] Pushed Communicator 1N21: Yes sir

c) 3rd case meta AI driven thematic analysis in a UDLC user driven learning community (ProJR group):

[01/07, 19:44] group moderator: Case 3 thematic analysis

 @⁨Meta AI⁩ please perform a thematic analysis in the case content pasted below to identify and represent the emerging themes in the form of learning points around altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty

[01/07, 19:44] Meta AI: Please provide the case content you'd like me to perform a thematic analysis on. I'll do my best to identify the emerging themes and represent them as learning points related to altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty.

Once I receive the case content, I'll follow these general steps:

1. Familiarization: I'll read and re-read the content to gain a thorough understanding.

2. Coding: I'll identify initial codes and labels to capture the key concepts and ideas.

3. Categorization: I'll group the codes into categories and subcategories to organize the data.

4. Theme identification: I'll identify the emerging themes and patterns in the data.

5. Theme representation: I'll present the themes as learning points, highlighting the key findings and insights related to altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty.

Please go ahead and share the case content, and I'll get started!

[01/07, 19:45] group moderator: @⁨Meta AI⁩ thanks for the prompt support.

I'm pasting it here below:


Not oriented to place and time.

Oriented to person.

Bp:140/80mmHg

PR:88bpm

RR:24cpm

Temp:99F

GRBS:123mg/dL

CNS: pt is not oriented to place and time.

E4V4M6

CVS:S1 and S2 are normally heard.

RS:

Bilateral basal crepitations heard.

Provisional diagnosis:

Altered sensorium secondary to ?uremia

Blood investigations shows,Normocytic normochromic moderate  anemia with Neutrophilic leukocytosis.

ABG: Severe metabolic acidosis

Urea:236mg/dl

Creat:12.3mg/dl

Sodium:130

Potassium:5.8

1 session on hemodialysis was done in view of uremic encephalopathy and severe metabolic acidosis.

Postdialysis:

Pt is consious,coherent,oriented to time place and person.

GCS:E4V5M6

Urea:168mg/dL

Creat:6.5mg/dl

Sodium :136

Potassium:4.9

Chloride:98

Treatment given:

Inj Lasix 40mg/IV/BD

Inj.Human actrapid insulin/SC/TID

Tab.Orofer XT /PO/BD

Tab.Shelcal CT/PO/OD

Fluid restriction

Water restriction

Hemodialysis


[01/07, 19:45] Meta AI: Based on the case content, I've identified some emerging themes related to altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty. Here are the learning points:

*Theme 1: Urgent need for accurate diagnosis*

- Delay in diagnosis can lead to worsening of symptoms (e.g., altered sensorium)

- Laboratory results (e.g., blood investigations, ABG) are crucial in determining the underlying cause (uremia, metabolic acidosis)

*Theme 2: Impact of therapeutic uncertainty*

- Initial uncertainty in treatment (provisional diagnosis) can lead to delayed intervention

- Prompt hemodialysis improved patient consciousness and orientation, highlighting the importance of timely intervention

*Theme 3: Importance of close monitoring*

- Vital signs (BP, PR, RR, Temp) and lab results (GRBS, electrolytes) require close monitoring to adjust treatment accordingly

- Regular assessments of neurological status (GCS, orientation) are essential to evaluate treatment effectiveness

*Theme 4: Multidisciplinary approach*

- Collaboration between healthcare professionals (nephrologists, intensivists, nurses) is crucial in managing complex cases

- Effective communication ensures timely interventions (e.g., hemodialysis, medication adjustments)

*Theme 5: Patient education and support*

- Patients and caregivers require education on disease management (e.g., fluid restriction, medication adherence)

- Emotional support is essential for patients experiencing altered sensorium and uncertainty

These themes highlight the importance of accurate diagnosis, timely intervention, close monitoring, multidisciplinary collaboration, and patient education in managing altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty.

Please let me know if you'd like me to elaborate on any of these themes or if you have further questions!

[01/07, 19:53] group moderator: @⁨Meta AI⁩ I'm sorry I didn't paste the entire content of the case report for a robust individualized thematic analysis because of which you had to resort to a wide generalization

I'm pasting it again below:

47M with Altered sensorium secondary to Uremic with Diabetes since 10 years and Ckd since 1 years

 A 47 years old male who is a Mason,by occupation resident of lakkaram ,Choutuppal,married 30 years ago to a agricultural labourer,both resides in lakkaram,who used to go to work from 9 to 6pm,was apparently asymptomatic 10 years ago,and then he had nocturia for 1 week(Wakes up 3-4 times/night,and his wife observed ants 🐜 on his urine and thought that he is having diabetes)and got tested and was known to be having diabetes and was on OHA since then.
And on regular checkup for every 6 months,and since 5 months he had episodes of increased sweating once in every Month,the first episode was 5 months ago where his wife saw him sweating excessively and made him to take buttermilk and used to resume his work after 5-10 minutes,no history of palpitations and chest pain at that time,and 4 months ago he had an episode of irrelevant talk and not oriented to time and place,and had tonic posture of upper limbs and lower limbs for 1 hour associated with up rolling of eyeballs and increased sweating during the episode and was taken to hospital and his GRBS was found to be low (35mg/dl)and was kept on Iv fluids(not known )and similar episodes every month for 4 months .

Not associated with frothing from mouth and involuntary moments and then since 18 days he had episodes of fever,cough.

Fever,Low grade continuous,not associated with chills and evening raise in temperature is present,And cough with whitish sputum scanty in amount not associated with blood in sputum, 

Vomiting since 1week, 1episode per day,food particals as content,came for further management.



Alcoholic(1beer/day) since 30 years stopped 4 months ago.

Smoker(Cigarette,1beedi packet/day)stopped since 4 months.

Decreased appetite since 4 months.

Weight loss since.4 months.

No history of Burning Micturition or frothy urine.

K/c/o DM ,on Tab.Glimi M1/OD

Not a k/c/o HTN,Tb,epilepsy,CAD,CVA.

On presentation 

Patient is drowsy but arousable 

Not oriented to place and time.

Oriented to person.

Bp:140/80mmHg

PR:88bpm

RR:24cpm

Temp:99F

GRBS:123mg/dL

CNS: pt is not oriented to place and time.

E4V4M6

CVS:S1 and S2 are normally heard.

RS:

Bilateral basal crepitations heard.

Provisional diagnosis:

Altered sensorium secondary to ?uremia

Blood investigations shows,Normocytic normochromic moderate  anemia with Neutrophilic leukocytosis.

ABG: Severe metabolic acidosis

Urea:236mg/dl

Creat:12.3mg/dl

Sodium:130

Potassium:5.8

1 session on hemodialysis was done in view of uremic encephalopathy and severe metabolic acidosis.

Postdialysis:

Pt is conscious,coherent,oriented to time place and person.

GCS:E4V5M6

Urea:168mg/dL

Creat:6.5mg/dl

Sodium :136

Potassium:4.9

Chloride:98

Treatment given:

Inj Lasix 40mg/IV/BD

Inj.Human actrapid insulin/SC/TID

Tab.Orofer XT /PO/BD

Tab.Shelcal CT/PO/OD

Fluid restriction

Water restriction

Hemodialysis


[01/07, 19:53] Meta AI: Thank you for providing the complete case report. Based on the detailed information, I'll perform a more individualized thematic analysis to identify emerging themes related to altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty.

Here are the themes that emerge from this case report:

_Theme 1: Delayed diagnosis and management of underlying conditions_

- The patient's 10-year history of diabetes and 1-year history of CKD highlight the importance of regular monitoring and timely interventions.
- The delayed diagnosis of uremia and metabolic acidosis contributed to the patient's altered sensorium.

_Theme 2: Impact of comorbidities on patient outcomes_

- The patient's history of diabetes, CKD, and smoking (although stopped 4 months prior) likely contributed to the development of uremia and metabolic acidosis.
- The presence of comorbidities increased the complexity of the case and the challenge of managing the patient's condition.

_Theme 3: Importance of close monitoring and follow-up_

- Regular check-ups and monitoring of the patient's condition, especially in the 5 months leading up to the episode, might have prevented the worsening of symptoms.


- The patient's decreased appetite, weight loss, and sweating episodes were early warning signs that were not adequately addressed.

_Theme 4: Therapeutic uncertainty and the role of hemodialysis_

- The provisional diagnosis and uncertainty surrounding the underlying cause of the patient's altered sensorium highlight the challenges of managing complex cases.

- The decision to perform hemodialysis, despite the uncertainty, demonstrates the importance of timely interventions in critical cases.

_Theme 5: Multidisciplinary approach and patient education_

- Collaboration between healthcare professionals (nephrologists, intensivists, nurses) was crucial in managing the patient's complex condition.

- Patient education and support are essential for individuals with chronic conditions like diabetes and CKD to prevent complications and improve outcomes.

These themes are more specific to the individual case and highlight the importance of timely interventions, close monitoring, and a multidisciplinary approach in managing complex cases with altered sensorium outcomes influenced by diagnostic and therapeutic uncertainty.

Please let me know if you'd like me to elaborate on any of these themes or if you have further questions!

[01/07, 20:00] group moderator: @⁨Meta AI⁩ Thanks for your theme identification and representation from our data.

Please tell us more about how you did the two steps below before the themes emerged.

2. Coding: Identify initial codes and labels to capture the key concepts and ideas.

3. Categorization: Group the codes into categories and subcategories to organize the data


[01/07, 20:00] Meta AI: I'd be happy to elaborate on the coding and categorization steps.

*Coding:*

During coding, I carefully read through the case report and identified initial codes and labels to capture the key concepts and ideas. I looked for words, phrases, or sentences that stood out as important, relevant, or repetitive. I assigned codes to these elements, using a combination of descriptive words, phrases, and abbreviations.

Some examples of codes I identified in this case report include:

- "Altered sensorium"
- "Uremic encephalopathy"
- "Metabolic acidosis"
- "Diabetes"
- "CKD"
- "Delayed diagnosis"
- "Comorbidities"
- "Sweating episodes"
- "Neutrophilic leukocytosis"
- "Hemodialysis"
- "Therapeutic uncertainty"

These codes helped me to capture the key concepts and ideas present in the case report.

*Categorization:*

After coding, I grouped the codes into categories and subcategories to organize the data. I looked for relationships between the codes, such as similarities, differences, and patterns. I asked myself questions like:

- What codes are related to the patient's medical history?
- Which codes are connected to the patient's symptoms?
- What codes relate to the diagnostic process?
- Which codes are associated with treatment and interventions?

This process helped me to identify broader themes and patterns in the data. I grouped the codes into categories, such as:

- "Patient History" (including codes like "Diabetes", "CKD", and "Smoking history")
- "Symptoms and Presentation" (including codes like "Altered sensorium", "Sweating episodes", and "Neutrophilic leukocytosis")
- "Diagnostic Process" (including codes like "Delayed diagnosis", "Provisional diagnosis", and "Therapeutic uncertainty")
- "Treatment and Interventions" (including codes like "Hemodialysis", "Medications", and "Fluid restriction")

These categories and subcategories helped me to organize the data and identify the emerging themes, which I presented earlier.

Let me know if you have further questions or if there's anything else I can help with!


[01/07, 20:07] Rakesh Biswas: @⁨Meta AI⁩ thanks for explaining your coding and categorisation process that we feel could definitely be improved with better patient data, especially the life events of the patient that led to his presenting to the hospital with altered sensorium.

For example we feel patient history is not just codes like diabetes and CKD but life events manifesting as symptoms, which you have categorised separately from the history


[01/07, 20:07] Meta AI: You're absolutely right! I completely agree with you. The coding and categorization process can be improved with more comprehensive and nuanced patient data, especially when it comes to life events and symptoms.

In this case, the patient's history is not just limited to their medical conditions (diabetes, CKD), but also includes life events and symptoms that are equally important in understanding their presentation. By separating the symptoms from the patient history, we might be losing the contextual connection between the two.

A more integrated approach to coding and categorization could help to capture the complex interplay between the patient's life events, symptoms, and medical history. For example, instead of separate categories for "Patient History" and "Symptoms and Presentation", we could have a single category called "Patient Narrative" that incorporates both the patient's medical history and their life events/symptoms.

This would allow us to see how the patient's life events (e.g., increased sweating, episodes of irrelevant talk) are connected to their medical history (diabetes, CKD) and ultimately contributed to their altered sensorium.

Thank you for pointing this out, and I'm glad we could have this discussion! If you have any more insights or suggestions on how to improve the coding and categorization process, please feel free to share!