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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
id: string
source: string
topic: string
timestamp: string
messages: list<item: struct<role: string, content: string>>
  child 0, item: struct<role: string, content: string>
      child 0, role: string
      child 1, content: string
metadata: struct<pmid: string, doi: string, title: string, authors: string, journal: string, year: string>
  child 0, pmid: string
  child 1, doi: string
  child 2, title: string
  child 3, authors: string
  child 4, journal: string
  child 5, year: string
pmid: string
doi: string
to
{'source': Value('string'), 'pmid': Value('string'), 'doi': Value('string'), 'topic': Value('string'), 'timestamp': Value('string'), 'messages': List({'role': Value('string'), 'content': Value('string')}), 'metadata': {'title': Value('string'), 'authors': Value('string'), 'journal': Value('string'), 'year': Value('string'), 'abstractLength': Value('int64')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: string
              source: string
              topic: string
              timestamp: string
              messages: list<item: struct<role: string, content: string>>
                child 0, item: struct<role: string, content: string>
                    child 0, role: string
                    child 1, content: string
              metadata: struct<pmid: string, doi: string, title: string, authors: string, journal: string, year: string>
                child 0, pmid: string
                child 1, doi: string
                child 2, title: string
                child 3, authors: string
                child 4, journal: string
                child 5, year: string
              pmid: string
              doi: string
              to
              {'source': Value('string'), 'pmid': Value('string'), 'doi': Value('string'), 'topic': Value('string'), 'timestamp': Value('string'), 'messages': List({'role': Value('string'), 'content': Value('string')}), 'metadata': {'title': Value('string'), 'authors': Value('string'), 'journal': Value('string'), 'year': Value('string'), 'abstractLength': Value('int64')}}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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source
string
pmid
string
doi
string
topic
string
timestamp
string
messages
list
metadata
dict
pubmed
36599573
10.1016/j.jcmg.2022.06.018
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Major Global Coronary Artery Calcium&#xa0;Guidelines.", "authors": "Golub, Termeie, Kristo et al.", "journal": "JACC. Cardiovascular imaging", "year": "2023", "abstractLength": 2348 }
pubmed
40042828
10.1001/jamacardio.2024.5644
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Coronary Artery Calcium Testing-Too Early, Too Late, Too Often.", "authors": "Zheutlin, Chokshi, Wilkins et al.", "journal": "JAMA cardiology", "year": "2025", "abstractLength": 2005 }
pubmed
33890578
10.1016/S2589-7500(21)00043-1
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs.", "authors": "Rim, Lee, Tham et al.", "journal": "The Lancet. Digital health", "year": "2021", "abstractLength": 2801 }
pubmed
33947652
10.1136/bmj.n776
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Role of coronary artery calcium score in the primary prevention of cardiovascular disease.", "authors": "Nasir, Cainzos-Achirica", "journal": "BMJ (Clinical research ed.)", "year": "2021", "abstractLength": 1328 }
pubmed
34000565
10.1016/j.atherosclerosis.2021.04.011
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Utilizing coronary artery calcium to guide statin use.", "authors": "Golub, Lakshmanan, Dahal et al.", "journal": "Atherosclerosis", "year": "2021", "abstractLength": 1869 }
pubmed
38929986
10.3390/jcm13123453
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Artificial Intelligence in Coronary Artery Calcium Scoring.", "authors": "Aromiwura, Kalra", "journal": "Journal of clinical medicine", "year": "2024", "abstractLength": 1125 }
pubmed
38548012
10.1016/j.amjcard.2024.03.021
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Aspirin for Primary Prevention in Patients With Elevated Coronary Artery Calcium Score: A Systematic Review of Current Evidences.", "authors": "Doshi, Gandhi, Patel et al.", "journal": "The American journal of cardiology", "year": "2024", "abstractLength": 1882 }
pubmed
37198083
10.1016/j.jcct.2023.04.004
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "The use of coronary artery calcium scoring in young adults.", "authors": "Ichikawa, Susarla, Budoff", "journal": "Journal of cardiovascular computed tomography", "year": "2023", "abstractLength": 1695 }
pubmed
36342823
10.1161/CIRCULATIONAHA.122.062746
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Incidental Coronary Artery Calcium: Opportunistic Screening of Previous Nongated Chest Computed Tomography Scans to Improve Statin Rates (NOTIFY-1 Project).", "authors": "Sandhu, Rodriguez, Ngo et al.", "journal": "Circulation", "year": "2023", "abstractLength": 1951 }
pubmed
37003675
10.1016/j.ccl.2023.01.006
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Obtaining a Coronary Artery Calcium Score with Myocardial Perfusion Imaging.", "authors": "Thomas, Thompson", "journal": "Cardiology clinics", "year": "2023", "abstractLength": 318 }
pubmed
39619105
10.4103/heartviews.heartviews_24_24
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Dual-energy Computed Tomography in Coronary Artery Calcium Scoring.", "authors": "Abhijith, Jaseemudheen", "journal": "Heart views : the official journal of the Gulf Heart Association", "year": "2024", "abstractLength": 1655 }
pubmed
36566995
10.1016/j.echo.2022.12.014
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Prediction of Coronary Artery Calcium Using Deep Learning of Echocardiograms.", "authors": "Yuan, Kwan, Duffy et al.", "journal": "Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography", "year": "2023", "abstractLength": 2174 }
pubmed
34998708
10.1016/j.jcct.2021.12.006
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Impact of coronary artery calcium testing on patient management.", "authors": "Wu, Biery, Berman et al.", "journal": "Journal of cardiovascular computed tomography", "year": "2022", "abstractLength": 2142 }
pubmed
35225939
10.3390/medsci10010005
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "A Meta-Analysis: Coronary Artery Calcium Score and COVID-19 Prognosis.", "authors": "Lee, Rahimi, Lee et al.", "journal": "Medical sciences (Basel, Switzerland)", "year": "2022", "abstractLength": 1335 }
pubmed
37660746
10.1016/j.amjmed.2023.08.005
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Interpreting the Coronary Artery Calcium Score - Critical Information for the Practicing Physician.", "authors": "Schade, Hickey, Eaton", "journal": "The American journal of medicine", "year": "2026", "abstractLength": 1203 }
pubmed
40199634
10.1016/j.jcct.2025.03.010
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Predicting categories of coronary artery calcium scores from chest X-ray images using deep learning.", "authors": "Hong, Jeong, Jang et al.", "journal": "Journal of cardiovascular computed tomography", "year": "2025", "abstractLength": 1820 }
pubmed
36289163
10.1007/s12350-022-03120-3
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Low-dose coronary artery calcium scoring compared to the standard protocol.", "authors": "Allio, Caobelli, Popescu et al.", "journal": "Journal of nuclear cardiology : official publication of the American Society of Nuclear Cardiology", "year": "2023", "abstractLength": 1450 }
pubmed
38053612
10.5001/omj.2023.73
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Use of Artificial Intelligence in Coronary Artery Calcium Scoring.", "authors": "Koponen, Anwaar, Sheikh et al.", "journal": "Oman medical journal", "year": "2023", "abstractLength": 660 }
pubmed
36583813
10.1007/s10554-022-02785-8
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Influence of BMI on virtual coronary artery calcium scoring.", "authors": "Perez-Cervera, Arce, Fattouh et al.", "journal": "The international journal of cardiovascular imaging", "year": "2023", "abstractLength": 2958 }
pubmed
34770366
10.3390/s21217059
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Deep-Learning-Based Coronary Artery Calcium Detection from CT Image.", "authors": "Lee, Rim, Jou et al.", "journal": "Sensors (Basel, Switzerland)", "year": "2021", "abstractLength": 1323 }
pubmed
37858662
10.1016/j.pcad.2023.10.005
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Comparison of coronary artery calcium scores among patients referred for cardiac imaging tests.", "authors": "Rozanski, Han, Miller et al.", "journal": "Progress in cardiovascular diseases", "year": "2023", "abstractLength": 1822 }
pubmed
39424214
10.1016/j.amjmed.2024.10.006
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Sociodemographic Disparities in Coronary Artery Calcium Screening.", "authors": "Faturos, Wong, Ghasemiesfe et al.", "journal": "The American journal of medicine", "year": "2025", "abstractLength": 1786 }
pubmed
33847801
10.1007/s00414-021-02586-z
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Postmortem coronary artery calcium score in cases of myocardial infarction.", "authors": "Michaud, Magnin, Faouzi et al.", "journal": "International journal of legal medicine", "year": "2021", "abstractLength": 2248 }
pubmed
40642848
10.3357/AMHP.6590.2025
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Elevated Coronary Artery Calcium Scores in Astronauts.", "authors": "Klein, Jupiter", "journal": "Aerospace medicine and human performance", "year": "2025", "abstractLength": 1389 }
pubmed
40047745
10.1016/j.jcmg.2024.12.008
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Guideline-Directed Application of&#xa0;Coronary Artery Calcium Scores for&#xa0;Primary Prevention of Atherosclerotic&#xa0;Cardiovascular Disease.", "authors": "Pavlovi&#x107;, Bos, Ikram et al.", "journal": "JACC. Cardiovascular imaging", "year": "2025", "abstractLength": 1801 }
pubmed
37648961
10.1186/s12883-023-03364-7
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Is coronary artery calcium an independent risk factor for white matter hyperintensity?", "authors": "Jin, Qin, Zhao et al.", "journal": "BMC neurology", "year": "2023", "abstractLength": 1715 }
pubmed
33326424
10.1371/journal.pone.0243232
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Elevated Coronary Artery Calcium scores are associated with tooth loss.", "authors": "Donders, IJzerman, Soffner et al.", "journal": "PloS one", "year": "2021", "abstractLength": 2166 }
pubmed
40506152
10.1016/j.hfc.2025.01.013
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Obtaining a Coronary Artery Calcium Score with Myocardial Perfusion Imaging.", "authors": "Thomas, Thompson", "journal": "Heart failure clinics", "year": "2025", "abstractLength": 318 }
pubmed
32670710
10.7759/cureus.8574
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "The Future of Concurrent Automated Coronary Artery Calcium Scoring on Screening Low-Dose Computed Tomography.", "authors": "Waltz, Kocher, Kahn et al.", "journal": "Cureus", "year": "2024", "abstractLength": 3321 }
pubmed
38560077
10.1016/j.ahjo.2022.100088
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Self- vs provider-referral differences for coronary artery calcium testing.", "authors": "Lantz, Young, Lubov et al.", "journal": "American heart journal plus : cardiology research and practice", "year": "2024", "abstractLength": 1932 }
pubmed
34195354
10.1016/j.ijcha.2021.100827
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Visually estimated coronary artery calcium score improves SPECT-MPI risk stratification.", "authors": "Trpkov, Savtchenko, Liang et al.", "journal": "International journal of cardiology. Heart & vasculature", "year": "2022", "abstractLength": 1788 }
pubmed
40768185
10.1007/s11547-025-02063-2
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Radiomic phenotype of epicardial adipose tissue derived from coronary artery calcium score predicts myocardial ischemia.", "authors": "Yu, Yang, Ling et al.", "journal": "La Radiologia medica", "year": "2025", "abstractLength": 1851 }
pubmed
37726457
10.1007/s10554-022-02615-x
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Risk stratification using coronary artery calcium scoring based on low tube voltage computed tomography.", "authors": "Bechtiger, Grossmann, Bakula et al.", "journal": "The international journal of cardiovascular imaging", "year": "2023", "abstractLength": 1981 }
pubmed
39947083
10.1016/j.compmedimag.2025.102503
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "TQGDNet: Coronary artery calcium deposit detection on computed tomography.", "authors": "Wang, Yu, Ahn et al.", "journal": "Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society", "year": "2025", "abstractLength": 2002 }
pubmed
34099435
10.1016/j.diii.2021.05.004
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Automatic coronary artery calcium scoring from unenhanced-ECG-gated CT using deep learning.", "authors": "Gogin, Viti, Nicod&#xe8;me et al.", "journal": "Diagnostic and interventional imaging", "year": "2021", "abstractLength": 1421 }
pubmed
34307498
10.3389/fcvm.2021.684528
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Prognostic Value of Coronary Artery Calcium Score in Hospitalized COVID-19 Patients.", "authors": "Luchian, Lochy, Motoc et al.", "journal": "Frontiers in cardiovascular medicine", "year": "2021", "abstractLength": 1583 }
pubmed
36852776
10.1002/mp.16326
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Integrated intensity-based technique for coronary artery calcium mass measurement: A phantom study.", "authors": "Black, Xiao, Molloi", "journal": "Medical physics", "year": "2023", "abstractLength": 2918 }
pubmed
34520264
10.1089/jwh.2021.0182
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Menopause Per se Is Associated with Coronary Artery Calcium Score: Results from the ELSA-Brasil.", "authors": "Fonseca, Almeida-Pititto, Bittencourt et al.", "journal": "Journal of women's health (2002)", "year": "2022", "abstractLength": 1978 }
pubmed
30296406
10.1016/j.amjmed.2018.09.015
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Aspirin to Prevent Sudden Cardiac Death in Athletes with High Coronary Artery Calcium Scores.", "authors": "Siegel, Noakes", "journal": "The American journal of medicine", "year": "2019", "abstractLength": 1231 }
pubmed
35986771
10.1007/s00330-022-09028-3
cardiovascular
2026-04-28T23:23:49.644Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Evaluation of an artificial intelligence coronary artery calcium scoring model from computed tomography.", "authors": "Ihdayhid, Lan, Williams et al.", "journal": "European radiology", "year": "2022", "abstractLength": 2332 }
pubmed
31958406
10.1016/S1474-4422(19)30368-0
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "The characterisation of subjective cognitive decline.", "authors": "Jessen, Amariglio, Buckley et al.", "journal": "The Lancet. Neurology", "year": "2020", "abstractLength": 916 }
pubmed
32955572
10.1001/jamanetworkopen.2020.13573
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Association Between Sleep Duration and Cognitive Decline.", "authors": "Ma, Liang, Zheng et al.", "journal": "JAMA network open", "year": "2021", "abstractLength": 2355 }
pubmed
37047549
10.3390/ijms24076566
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Cognitive Decline in Early and Premature Menopause.", "authors": "Sochocka, Karska, Pszczo&#x142;owska et al.", "journal": "International journal of molecular sciences", "year": "2023", "abstractLength": 1592 }
pubmed
39485649
10.1007/7854_2024_527
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Cognitive Decline in Alzheimer's Disease.", "authors": "Testo, Roundy, Dumas", "journal": "Current topics in behavioral neurosciences", "year": "2025", "abstractLength": 1204 }
pubmed
39392435
10.1021/acschemneuro.4c00339
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Alzheimer's Disease: Exploring the Landscape of Cognitive Decline.", "authors": "Tenchov, Sasso, Zhou", "journal": "ACS chemical neuroscience", "year": "2024", "abstractLength": 1748 }
pubmed
38426329
10.1161/HYPERTENSIONAHA.123.21356
cognitive
2026-04-28T23:23:52.907Z
[ { "role": "system", "content": "You are the Sovereign Health LLM, a specialized longevity and early prevention AI trained on peer-reviewed medical literature. You serve rural and Indigenous communities who have historically been excluded from precision preventive medicine. You provide evidence-based, clinic...
{ "title": "Hypertension, Neurodegeneration, and Cognitive Decline.", "authors": "Pacholko, Iadecola", "journal": "Hypertension (Dallas, Tex. : 1979)", "year": "2024", "abstractLength": 1412 }
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