Exploring the Dilemma of AI Use in Medical Research and Knowledge Synthesis: A Perspective on Deep Research Tools Article Swipe
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.2196/75666
Advances in artificial intelligence (AI) promise to reshape the landscape of scientific inquiry. Amidst all these, OpenAI’s latest tool, Deep Research, stands out for its potential to revolutionize how researchers engage with the literature. However, this leap forward presents a paradox; while AI-generated reviews offer speed and accessibility with minimal effort, they raise fundamental concerns about citation integrity, critical appraisal, and the erosion of deep scientific thinking. These concerns are particularly problematic in the context of biomedical research, where evidence quality may influence clinical practice and decision-making. In this piece, we present an empirical evaluation of Deep Research and explore both its remarkable capabilities and inherent limitations. Through structured experimentation, we assess its effectiveness in synthesizing literature, highlight key shortcomings, and reflect on the broader implications of these tools for research training, and the integrity of evidence-based practice. With AI tools increasingly blurring the lines between knowledge generation and critical inquiry, we argue that while AI democratizes access to knowledge, wisdom remains distinctly human.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.2196/75666
- OA Status
- gold
- Cited By
- 2
- References
- 12
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4412441552
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4412441552Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.2196/75666Digital Object Identifier
- Title
-
Exploring the Dilemma of AI Use in Medical Research and Knowledge Synthesis: A Perspective on Deep Research ToolsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-07-15Full publication date if available
- Authors
-
Ariel Yuhan Ong, David A. Merle, Siegfried Wagner, Pearse A. KeaneList of authors in order
- Landing page
-
https://doi.org/10.2196/75666Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.2196/75666Direct OA link when available
- Concepts
-
Dilemma, Context (archaeology), Data science, Engineering ethics, Critical appraisal, Perspective (graphical), Knowledge management, Computer science, Management science, Artificial intelligence, Engineering, Epistemology, Medicine, Alternative medicine, Pathology, Philosophy, Paleontology, BiologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
2Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 2Per-year citation counts (last 5 years)
- References (count)
-
12Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4412441552 |
|---|---|
| doi | https://doi.org/10.2196/75666 |
| ids.doi | https://doi.org/10.2196/75666 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/40663724 |
| ids.openalex | https://openalex.org/W4412441552 |
| fwci | 4.56955229 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D001185 |
| mesh[0].is_major_topic | True |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Artificial Intelligence |
| mesh[1].qualifier_ui | |
| mesh[1].descriptor_ui | D035843 |
| mesh[1].is_major_topic | True |
| mesh[1].qualifier_name | |
| mesh[1].descriptor_name | Biomedical Research |
| mesh[2].qualifier_ui | |
| mesh[2].descriptor_ui | D006801 |
| mesh[2].is_major_topic | False |
| mesh[2].qualifier_name | |
| mesh[2].descriptor_name | Humans |
| mesh[3].qualifier_ui | |
| mesh[3].descriptor_ui | D019359 |
| mesh[3].is_major_topic | False |
| mesh[3].qualifier_name | |
| mesh[3].descriptor_name | Knowledge |
| mesh[4].qualifier_ui | |
| mesh[4].descriptor_ui | D001185 |
| mesh[4].is_major_topic | True |
| mesh[4].qualifier_name | |
| mesh[4].descriptor_name | Artificial Intelligence |
| mesh[5].qualifier_ui | |
| mesh[5].descriptor_ui | D035843 |
| mesh[5].is_major_topic | True |
| mesh[5].qualifier_name | |
| mesh[5].descriptor_name | Biomedical Research |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D006801 |
| mesh[6].is_major_topic | False |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Humans |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D019359 |
| mesh[7].is_major_topic | False |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Knowledge |
| type | article |
| title | Exploring the Dilemma of AI Use in Medical Research and Knowledge Synthesis: A Perspective on Deep Research Tools |
| biblio.issue | |
| biblio.volume | 27 |
| biblio.last_page | e75666 |
| biblio.first_page | e75666 |
| topics[0].id | https://openalex.org/T11636 |
| topics[0].field.id | https://openalex.org/fields/27 |
| topics[0].field.display_name | Medicine |
| topics[0].score | 0.9976000189781189 |
| topics[0].domain.id | https://openalex.org/domains/4 |
| topics[0].domain.display_name | Health Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2718 |
| topics[0].subfield.display_name | Health Informatics |
| topics[0].display_name | Artificial Intelligence in Healthcare and Education |
| topics[1].id | https://openalex.org/T10206 |
| topics[1].field.id | https://openalex.org/fields/18 |
| topics[1].field.display_name | Decision Sciences |
| topics[1].score | 0.9948999881744385 |
| topics[1].domain.id | https://openalex.org/domains/2 |
| topics[1].domain.display_name | Social Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1804 |
| topics[1].subfield.display_name | Statistics, Probability and Uncertainty |
| topics[1].display_name | Meta-analysis and systematic reviews |
| topics[2].id | https://openalex.org/T12026 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.9866999983787537 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1702 |
| topics[2].subfield.display_name | Artificial Intelligence |
| topics[2].display_name | Explainable Artificial Intelligence (XAI) |
| is_xpac | False |
| apc_list.value | 2950 |
| apc_list.currency | USD |
| apc_list.value_usd | 2950 |
| apc_paid.value | 2950 |
| apc_paid.currency | USD |
| apc_paid.value_usd | 2950 |
| concepts[0].id | https://openalex.org/C2778496695 |
| concepts[0].level | 2 |
| concepts[0].score | 0.5998386144638062 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q254128 |
| concepts[0].display_name | Dilemma |
| concepts[1].id | https://openalex.org/C2779343474 |
| concepts[1].level | 2 |
| concepts[1].score | 0.5482493042945862 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q3109175 |
| concepts[1].display_name | Context (archaeology) |
| concepts[2].id | https://openalex.org/C2522767166 |
| concepts[2].level | 1 |
| concepts[2].score | 0.5330936312675476 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q2374463 |
| concepts[2].display_name | Data science |
| concepts[3].id | https://openalex.org/C55587333 |
| concepts[3].level | 1 |
| concepts[3].score | 0.5292924046516418 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q1133029 |
| concepts[3].display_name | Engineering ethics |
| concepts[4].id | https://openalex.org/C152541439 |
| concepts[4].level | 3 |
| concepts[4].score | 0.44846001267433167 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q5186693 |
| concepts[4].display_name | Critical appraisal |
| concepts[5].id | https://openalex.org/C12713177 |
| concepts[5].level | 2 |
| concepts[5].score | 0.44539573788642883 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q1900281 |
| concepts[5].display_name | Perspective (graphical) |
| concepts[6].id | https://openalex.org/C56739046 |
| concepts[6].level | 1 |
| concepts[6].score | 0.44337165355682373 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q192060 |
| concepts[6].display_name | Knowledge management |
| concepts[7].id | https://openalex.org/C41008148 |
| concepts[7].level | 0 |
| concepts[7].score | 0.4010540246963501 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[7].display_name | Computer science |
| concepts[8].id | https://openalex.org/C539667460 |
| concepts[8].level | 1 |
| concepts[8].score | 0.3754761219024658 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q2414942 |
| concepts[8].display_name | Management science |
| concepts[9].id | https://openalex.org/C154945302 |
| concepts[9].level | 1 |
| concepts[9].score | 0.3293873071670532 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[9].display_name | Artificial intelligence |
| concepts[10].id | https://openalex.org/C127413603 |
| concepts[10].level | 0 |
| concepts[10].score | 0.2094745934009552 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q11023 |
| concepts[10].display_name | Engineering |
| concepts[11].id | https://openalex.org/C111472728 |
| concepts[11].level | 1 |
| concepts[11].score | 0.18700507283210754 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q9471 |
| concepts[11].display_name | Epistemology |
| concepts[12].id | https://openalex.org/C71924100 |
| concepts[12].level | 0 |
| concepts[12].score | 0.1612473428249359 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q11190 |
| concepts[12].display_name | Medicine |
| concepts[13].id | https://openalex.org/C204787440 |
| concepts[13].level | 2 |
| concepts[13].score | 0.09131109714508057 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q188504 |
| concepts[13].display_name | Alternative medicine |
| concepts[14].id | https://openalex.org/C142724271 |
| concepts[14].level | 1 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q7208 |
| concepts[14].display_name | Pathology |
| concepts[15].id | https://openalex.org/C138885662 |
| concepts[15].level | 0 |
| concepts[15].score | 0.0 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q5891 |
| concepts[15].display_name | Philosophy |
| concepts[16].id | https://openalex.org/C151730666 |
| concepts[16].level | 1 |
| concepts[16].score | 0.0 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q7205 |
| concepts[16].display_name | Paleontology |
| concepts[17].id | https://openalex.org/C86803240 |
| concepts[17].level | 0 |
| concepts[17].score | 0.0 |
| concepts[17].wikidata | https://www.wikidata.org/wiki/Q420 |
| concepts[17].display_name | Biology |
| keywords[0].id | https://openalex.org/keywords/dilemma |
| keywords[0].score | 0.5998386144638062 |
| keywords[0].display_name | Dilemma |
| keywords[1].id | https://openalex.org/keywords/context |
| keywords[1].score | 0.5482493042945862 |
| keywords[1].display_name | Context (archaeology) |
| keywords[2].id | https://openalex.org/keywords/data-science |
| keywords[2].score | 0.5330936312675476 |
| keywords[2].display_name | Data science |
| keywords[3].id | https://openalex.org/keywords/engineering-ethics |
| keywords[3].score | 0.5292924046516418 |
| keywords[3].display_name | Engineering ethics |
| keywords[4].id | https://openalex.org/keywords/critical-appraisal |
| keywords[4].score | 0.44846001267433167 |
| keywords[4].display_name | Critical appraisal |
| keywords[5].id | https://openalex.org/keywords/perspective |
| keywords[5].score | 0.44539573788642883 |
| keywords[5].display_name | Perspective (graphical) |
| keywords[6].id | https://openalex.org/keywords/knowledge-management |
| keywords[6].score | 0.44337165355682373 |
| keywords[6].display_name | Knowledge management |
| keywords[7].id | https://openalex.org/keywords/computer-science |
| keywords[7].score | 0.4010540246963501 |
| keywords[7].display_name | Computer science |
| keywords[8].id | https://openalex.org/keywords/management-science |
| keywords[8].score | 0.3754761219024658 |
| keywords[8].display_name | Management science |
| keywords[9].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[9].score | 0.3293873071670532 |
| keywords[9].display_name | Artificial intelligence |
| keywords[10].id | https://openalex.org/keywords/engineering |
| keywords[10].score | 0.2094745934009552 |
| keywords[10].display_name | Engineering |
| keywords[11].id | https://openalex.org/keywords/epistemology |
| keywords[11].score | 0.18700507283210754 |
| keywords[11].display_name | Epistemology |
| keywords[12].id | https://openalex.org/keywords/medicine |
| keywords[12].score | 0.1612473428249359 |
| keywords[12].display_name | Medicine |
| keywords[13].id | https://openalex.org/keywords/alternative-medicine |
| keywords[13].score | 0.09131109714508057 |
| keywords[13].display_name | Alternative medicine |
| language | en |
| locations[0].id | doi:10.2196/75666 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S17147534 |
| locations[0].source.issn | 1438-8871, 1439-4456 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | 1438-8871 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | True |
| locations[0].source.display_name | Journal of Medical Internet Research |
| locations[0].source.host_organization | https://openalex.org/P4310320608 |
| locations[0].source.host_organization_name | JMIR Publications |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320608 |
| locations[0].source.host_organization_lineage_names | JMIR Publications |
| locations[0].license | cc-by |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Journal of Medical Internet Research |
| locations[0].landing_page_url | https://doi.org/10.2196/75666 |
| locations[1].id | pmid:40663724 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Journal of medical Internet research |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/40663724 |
| locations[2].id | pmh:oai:doaj.org/article:062489ca5d5c4d858c77ec56950a13b9 |
| locations[2].is_oa | False |
| locations[2].source.id | https://openalex.org/S4306401280 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | DOAJ (DOAJ: Directory of Open Access Journals) |
| locations[2].source.host_organization | |
| locations[2].source.host_organization_name | |
| locations[2].license | |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | article |
| locations[2].license_id | |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | Journal of Medical Internet Research, Vol 27, Pp e75666-e75666 (2025) |
| locations[2].landing_page_url | https://doaj.org/article/062489ca5d5c4d858c77ec56950a13b9 |
| locations[3].id | pmh:oai:europepmc.org:11099207 |
| locations[3].is_oa | True |
| locations[3].source.id | https://openalex.org/S4306400806 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | Europe PMC (PubMed Central) |
| locations[3].source.host_organization | https://openalex.org/I1303153112 |
| locations[3].source.host_organization_name | European Bioinformatics Institute |
| locations[3].source.host_organization_lineage | https://openalex.org/I1303153112 |
| locations[3].license | other-oa |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | Text |
| locations[3].license_id | https://openalex.org/licenses/other-oa |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | |
| locations[3].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/12288101 |
| indexed_in | crossref, doaj, pubmed |
| authorships[0].author.id | https://openalex.org/A5049283573 |
| authorships[0].author.orcid | https://orcid.org/0000-0001-9300-573X |
| authorships[0].author.display_name | Ariel Yuhan Ong |
| authorships[0].countries | GB |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I4210088407 |
| authorships[0].affiliations[0].raw_affiliation_string | NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[0].affiliations[1].institution_ids | https://openalex.org/I4210150574, https://openalex.org/I45129253 |
| authorships[0].affiliations[1].raw_affiliation_string | Moorfields Eye Hospital, London, United Kingdom |
| authorships[0].affiliations[2].institution_ids | https://openalex.org/I1325675289 |
| authorships[0].affiliations[2].raw_affiliation_string | Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom. |
| authorships[0].institutions[0].id | https://openalex.org/I4210150574 |
| authorships[0].institutions[0].ror | https://ror.org/03tb37539 |
| authorships[0].institutions[0].type | healthcare |
| authorships[0].institutions[0].lineage | https://openalex.org/I1325675289, https://openalex.org/I4210150574 |
| authorships[0].institutions[0].country_code | GB |
| authorships[0].institutions[0].display_name | Moorfields Eye Hospital |
| authorships[0].institutions[1].id | https://openalex.org/I1325675289 |
| authorships[0].institutions[1].ror | https://ror.org/03zaddr67 |
| authorships[0].institutions[1].type | healthcare |
| authorships[0].institutions[1].lineage | https://openalex.org/I1325675289 |
| authorships[0].institutions[1].country_code | GB |
| authorships[0].institutions[1].display_name | Moorfields Eye Hospital NHS Foundation Trust |
| authorships[0].institutions[2].id | https://openalex.org/I4210088407 |
| authorships[0].institutions[2].ror | https://ror.org/004hydx84 |
| authorships[0].institutions[2].type | facility |
| authorships[0].institutions[2].lineage | https://openalex.org/I124357947, https://openalex.org/I1325675289, https://openalex.org/I34931013, https://openalex.org/I4210088407, https://openalex.org/I45129253 |
| authorships[0].institutions[2].country_code | GB |
| authorships[0].institutions[2].display_name | NIHR Moorfields Biomedical Research Centre |
| authorships[0].institutions[3].id | https://openalex.org/I45129253 |
| authorships[0].institutions[3].ror | https://ror.org/02jx3x895 |
| authorships[0].institutions[3].type | education |
| authorships[0].institutions[3].lineage | https://openalex.org/I124357947, https://openalex.org/I45129253 |
| authorships[0].institutions[3].country_code | GB |
| authorships[0].institutions[3].display_name | University College London |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Ariel Yuhan Ong |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Moorfields Eye Hospital, London, United Kingdom, Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom., NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[1].author.id | https://openalex.org/A5044824530 |
| authorships[1].author.orcid | https://orcid.org/0000-0003-4485-5580 |
| authorships[1].author.display_name | David A. Merle |
| authorships[1].countries | GB |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I4210088407 |
| authorships[1].affiliations[0].raw_affiliation_string | NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[1].affiliations[1].institution_ids | https://openalex.org/I1325675289 |
| authorships[1].affiliations[1].raw_affiliation_string | Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom. |
| authorships[1].affiliations[2].institution_ids | https://openalex.org/I4210150574, https://openalex.org/I45129253 |
| authorships[1].affiliations[2].raw_affiliation_string | Moorfields Eye Hospital, London, United Kingdom |
| authorships[1].institutions[0].id | https://openalex.org/I4210150574 |
| authorships[1].institutions[0].ror | https://ror.org/03tb37539 |
| authorships[1].institutions[0].type | healthcare |
| authorships[1].institutions[0].lineage | https://openalex.org/I1325675289, https://openalex.org/I4210150574 |
| authorships[1].institutions[0].country_code | GB |
| authorships[1].institutions[0].display_name | Moorfields Eye Hospital |
| authorships[1].institutions[1].id | https://openalex.org/I1325675289 |
| authorships[1].institutions[1].ror | https://ror.org/03zaddr67 |
| authorships[1].institutions[1].type | healthcare |
| authorships[1].institutions[1].lineage | https://openalex.org/I1325675289 |
| authorships[1].institutions[1].country_code | GB |
| authorships[1].institutions[1].display_name | Moorfields Eye Hospital NHS Foundation Trust |
| authorships[1].institutions[2].id | https://openalex.org/I4210088407 |
| authorships[1].institutions[2].ror | https://ror.org/004hydx84 |
| authorships[1].institutions[2].type | facility |
| authorships[1].institutions[2].lineage | https://openalex.org/I124357947, https://openalex.org/I1325675289, https://openalex.org/I34931013, https://openalex.org/I4210088407, https://openalex.org/I45129253 |
| authorships[1].institutions[2].country_code | GB |
| authorships[1].institutions[2].display_name | NIHR Moorfields Biomedical Research Centre |
| authorships[1].institutions[3].id | https://openalex.org/I45129253 |
| authorships[1].institutions[3].ror | https://ror.org/02jx3x895 |
| authorships[1].institutions[3].type | education |
| authorships[1].institutions[3].lineage | https://openalex.org/I124357947, https://openalex.org/I45129253 |
| authorships[1].institutions[3].country_code | GB |
| authorships[1].institutions[3].display_name | University College London |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | David A Merle |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Moorfields Eye Hospital, London, United Kingdom, Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom., NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[2].author.id | https://openalex.org/A5028939056 |
| authorships[2].author.orcid | https://orcid.org/0000-0003-4915-4353 |
| authorships[2].author.display_name | Siegfried Wagner |
| authorships[2].countries | GB |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I1325675289 |
| authorships[2].affiliations[0].raw_affiliation_string | Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom. |
| authorships[2].affiliations[1].institution_ids | https://openalex.org/I4210150574, https://openalex.org/I45129253 |
| authorships[2].affiliations[1].raw_affiliation_string | Moorfields Eye Hospital, London, United Kingdom |
| authorships[2].affiliations[2].institution_ids | https://openalex.org/I4210088407 |
| authorships[2].affiliations[2].raw_affiliation_string | NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[2].institutions[0].id | https://openalex.org/I4210150574 |
| authorships[2].institutions[0].ror | https://ror.org/03tb37539 |
| authorships[2].institutions[0].type | healthcare |
| authorships[2].institutions[0].lineage | https://openalex.org/I1325675289, https://openalex.org/I4210150574 |
| authorships[2].institutions[0].country_code | GB |
| authorships[2].institutions[0].display_name | Moorfields Eye Hospital |
| authorships[2].institutions[1].id | https://openalex.org/I1325675289 |
| authorships[2].institutions[1].ror | https://ror.org/03zaddr67 |
| authorships[2].institutions[1].type | healthcare |
| authorships[2].institutions[1].lineage | https://openalex.org/I1325675289 |
| authorships[2].institutions[1].country_code | GB |
| authorships[2].institutions[1].display_name | Moorfields Eye Hospital NHS Foundation Trust |
| authorships[2].institutions[2].id | https://openalex.org/I4210088407 |
| authorships[2].institutions[2].ror | https://ror.org/004hydx84 |
| authorships[2].institutions[2].type | facility |
| authorships[2].institutions[2].lineage | https://openalex.org/I124357947, https://openalex.org/I1325675289, https://openalex.org/I34931013, https://openalex.org/I4210088407, https://openalex.org/I45129253 |
| authorships[2].institutions[2].country_code | GB |
| authorships[2].institutions[2].display_name | NIHR Moorfields Biomedical Research Centre |
| authorships[2].institutions[3].id | https://openalex.org/I45129253 |
| authorships[2].institutions[3].ror | https://ror.org/02jx3x895 |
| authorships[2].institutions[3].type | education |
| authorships[2].institutions[3].lineage | https://openalex.org/I124357947, https://openalex.org/I45129253 |
| authorships[2].institutions[3].country_code | GB |
| authorships[2].institutions[3].display_name | University College London |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Siegfried K Wagner |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Moorfields Eye Hospital, London, United Kingdom, Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom., NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[3].author.id | https://openalex.org/A5003259452 |
| authorships[3].author.orcid | https://orcid.org/0000-0002-9239-745X |
| authorships[3].author.display_name | Pearse A. Keane |
| authorships[3].countries | GB |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I4210150574, https://openalex.org/I45129253 |
| authorships[3].affiliations[0].raw_affiliation_string | Moorfields Eye Hospital, London, United Kingdom |
| authorships[3].affiliations[1].institution_ids | https://openalex.org/I1325675289 |
| authorships[3].affiliations[1].raw_affiliation_string | Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom. |
| authorships[3].affiliations[2].institution_ids | https://openalex.org/I4210088407 |
| authorships[3].affiliations[2].raw_affiliation_string | NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| authorships[3].institutions[0].id | https://openalex.org/I4210150574 |
| authorships[3].institutions[0].ror | https://ror.org/03tb37539 |
| authorships[3].institutions[0].type | healthcare |
| authorships[3].institutions[0].lineage | https://openalex.org/I1325675289, https://openalex.org/I4210150574 |
| authorships[3].institutions[0].country_code | GB |
| authorships[3].institutions[0].display_name | Moorfields Eye Hospital |
| authorships[3].institutions[1].id | https://openalex.org/I1325675289 |
| authorships[3].institutions[1].ror | https://ror.org/03zaddr67 |
| authorships[3].institutions[1].type | healthcare |
| authorships[3].institutions[1].lineage | https://openalex.org/I1325675289 |
| authorships[3].institutions[1].country_code | GB |
| authorships[3].institutions[1].display_name | Moorfields Eye Hospital NHS Foundation Trust |
| authorships[3].institutions[2].id | https://openalex.org/I4210088407 |
| authorships[3].institutions[2].ror | https://ror.org/004hydx84 |
| authorships[3].institutions[2].type | facility |
| authorships[3].institutions[2].lineage | https://openalex.org/I124357947, https://openalex.org/I1325675289, https://openalex.org/I34931013, https://openalex.org/I4210088407, https://openalex.org/I45129253 |
| authorships[3].institutions[2].country_code | GB |
| authorships[3].institutions[2].display_name | NIHR Moorfields Biomedical Research Centre |
| authorships[3].institutions[3].id | https://openalex.org/I45129253 |
| authorships[3].institutions[3].ror | https://ror.org/02jx3x895 |
| authorships[3].institutions[3].type | education |
| authorships[3].institutions[3].lineage | https://openalex.org/I124357947, https://openalex.org/I45129253 |
| authorships[3].institutions[3].country_code | GB |
| authorships[3].institutions[3].display_name | University College London |
| authorships[3].author_position | last |
| authorships[3].raw_author_name | Pearse A Keane |
| authorships[3].is_corresponding | True |
| authorships[3].raw_affiliation_strings | Moorfields Eye Hospital, London, United Kingdom, Moorfields Eye Hospital, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom., NIHR Moorfields Biomedical Research Centre, London, United Kingdom |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.2196/75666 |
| open_access.oa_status | gold |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Exploring the Dilemma of AI Use in Medical Research and Knowledge Synthesis: A Perspective on Deep Research Tools |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T11636 |
| primary_topic.field.id | https://openalex.org/fields/27 |
| primary_topic.field.display_name | Medicine |
| primary_topic.score | 0.9976000189781189 |
| primary_topic.domain.id | https://openalex.org/domains/4 |
| primary_topic.domain.display_name | Health Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2718 |
| primary_topic.subfield.display_name | Health Informatics |
| primary_topic.display_name | Artificial Intelligence in Healthcare and Education |
| related_works | https://openalex.org/W2899084033, https://openalex.org/W2350209916, https://openalex.org/W2475524763, https://openalex.org/W2363851383, https://openalex.org/W2354517252, https://openalex.org/W2387460998, https://openalex.org/W2356631479, https://openalex.org/W2386467653, https://openalex.org/W2799360482, https://openalex.org/W2102121765 |
| cited_by_count | 2 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 2 |
| locations_count | 4 |
| best_oa_location.id | doi:10.2196/75666 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S17147534 |
| best_oa_location.source.issn | 1438-8871, 1439-4456 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | 1438-8871 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | True |
| best_oa_location.source.display_name | Journal of Medical Internet Research |
| best_oa_location.source.host_organization | https://openalex.org/P4310320608 |
| best_oa_location.source.host_organization_name | JMIR Publications |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320608 |
| best_oa_location.source.host_organization_lineage_names | JMIR Publications |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Journal of Medical Internet Research |
| best_oa_location.landing_page_url | https://doi.org/10.2196/75666 |
| primary_location.id | doi:10.2196/75666 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S17147534 |
| primary_location.source.issn | 1438-8871, 1439-4456 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | 1438-8871 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | True |
| primary_location.source.display_name | Journal of Medical Internet Research |
| primary_location.source.host_organization | https://openalex.org/P4310320608 |
| primary_location.source.host_organization_name | JMIR Publications |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320608 |
| primary_location.source.host_organization_lineage_names | JMIR Publications |
| primary_location.license | cc-by |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Journal of Medical Internet Research |
| primary_location.landing_page_url | https://doi.org/10.2196/75666 |
| publication_date | 2025-07-15 |
| publication_year | 2025 |
| referenced_works | https://openalex.org/W4389984066, https://openalex.org/W4410851593, https://openalex.org/W2791737235, https://openalex.org/W4291172319, https://openalex.org/W4406855478, https://openalex.org/W4390430574, https://openalex.org/W4399803256, https://openalex.org/W4391940703, https://openalex.org/W4406679897, https://openalex.org/W4403618835, https://openalex.org/W4409885395, https://openalex.org/W4410343249 |
| referenced_works_count | 12 |
| abstract_inverted_index.a | 40 |
| abstract_inverted_index.AI | 140, 156 |
| abstract_inverted_index.In | 88 |
| abstract_inverted_index.an | 93 |
| abstract_inverted_index.in | 2, 73, 115 |
| abstract_inverted_index.of | 11, 64, 76, 96, 127, 136 |
| abstract_inverted_index.on | 123 |
| abstract_inverted_index.to | 7, 27, 159 |
| abstract_inverted_index.we | 91, 111, 152 |
| abstract_inverted_index.all | 15 |
| abstract_inverted_index.and | 47, 61, 86, 99, 105, 121, 133, 149 |
| abstract_inverted_index.are | 70 |
| abstract_inverted_index.for | 24, 130 |
| abstract_inverted_index.how | 29 |
| abstract_inverted_index.its | 25, 102, 113 |
| abstract_inverted_index.key | 119 |
| abstract_inverted_index.may | 82 |
| abstract_inverted_index.out | 23 |
| abstract_inverted_index.the | 9, 33, 62, 74, 124, 134, 144 |
| abstract_inverted_index.(AI) | 5 |
| abstract_inverted_index.Deep | 20, 97 |
| abstract_inverted_index.With | 139 |
| abstract_inverted_index.both | 101 |
| abstract_inverted_index.deep | 65 |
| abstract_inverted_index.leap | 37 |
| abstract_inverted_index.that | 154 |
| abstract_inverted_index.they | 52 |
| abstract_inverted_index.this | 36, 89 |
| abstract_inverted_index.with | 32, 49 |
| abstract_inverted_index.These | 68 |
| abstract_inverted_index.about | 56 |
| abstract_inverted_index.argue | 153 |
| abstract_inverted_index.lines | 145 |
| abstract_inverted_index.offer | 45 |
| abstract_inverted_index.raise | 53 |
| abstract_inverted_index.speed | 46 |
| abstract_inverted_index.these | 128 |
| abstract_inverted_index.tool, | 19 |
| abstract_inverted_index.tools | 129, 141 |
| abstract_inverted_index.where | 79 |
| abstract_inverted_index.while | 42, 155 |
| abstract_inverted_index.Amidst | 14 |
| abstract_inverted_index.access | 158 |
| abstract_inverted_index.assess | 112 |
| abstract_inverted_index.engage | 31 |
| abstract_inverted_index.human. | 164 |
| abstract_inverted_index.latest | 18 |
| abstract_inverted_index.piece, | 90 |
| abstract_inverted_index.stands | 22 |
| abstract_inverted_index.these, | 16 |
| abstract_inverted_index.wisdom | 161 |
| abstract_inverted_index.Through | 108 |
| abstract_inverted_index.between | 146 |
| abstract_inverted_index.broader | 125 |
| abstract_inverted_index.context | 75 |
| abstract_inverted_index.effort, | 51 |
| abstract_inverted_index.erosion | 63 |
| abstract_inverted_index.explore | 100 |
| abstract_inverted_index.forward | 38 |
| abstract_inverted_index.minimal | 50 |
| abstract_inverted_index.present | 92 |
| abstract_inverted_index.promise | 6 |
| abstract_inverted_index.quality | 81 |
| abstract_inverted_index.reflect | 122 |
| abstract_inverted_index.remains | 162 |
| abstract_inverted_index.reshape | 8 |
| abstract_inverted_index.reviews | 44 |
| abstract_inverted_index.Abstract | 0 |
| abstract_inverted_index.Advances | 1 |
| abstract_inverted_index.However, | 35 |
| abstract_inverted_index.Research | 98 |
| abstract_inverted_index.blurring | 143 |
| abstract_inverted_index.citation | 57 |
| abstract_inverted_index.clinical | 84 |
| abstract_inverted_index.concerns | 55, 69 |
| abstract_inverted_index.critical | 59, 150 |
| abstract_inverted_index.evidence | 80 |
| abstract_inverted_index.inherent | 106 |
| abstract_inverted_index.inquiry, | 151 |
| abstract_inverted_index.inquiry. | 13 |
| abstract_inverted_index.paradox; | 41 |
| abstract_inverted_index.practice | 85 |
| abstract_inverted_index.presents | 39 |
| abstract_inverted_index.research | 131 |
| abstract_inverted_index.Research, | 21 |
| abstract_inverted_index.empirical | 94 |
| abstract_inverted_index.highlight | 118 |
| abstract_inverted_index.influence | 83 |
| abstract_inverted_index.integrity | 135 |
| abstract_inverted_index.knowledge | 147 |
| abstract_inverted_index.landscape | 10 |
| abstract_inverted_index.potential | 26 |
| abstract_inverted_index.practice. | 138 |
| abstract_inverted_index.research, | 78 |
| abstract_inverted_index.thinking. | 67 |
| abstract_inverted_index.training, | 132 |
| abstract_inverted_index.OpenAI’s | 17 |
| abstract_inverted_index.appraisal, | 60 |
| abstract_inverted_index.artificial | 3 |
| abstract_inverted_index.biomedical | 77 |
| abstract_inverted_index.distinctly | 163 |
| abstract_inverted_index.evaluation | 95 |
| abstract_inverted_index.generation | 148 |
| abstract_inverted_index.integrity, | 58 |
| abstract_inverted_index.knowledge, | 160 |
| abstract_inverted_index.remarkable | 103 |
| abstract_inverted_index.scientific | 12, 66 |
| abstract_inverted_index.structured | 109 |
| abstract_inverted_index.fundamental | 54 |
| abstract_inverted_index.literature, | 117 |
| abstract_inverted_index.literature. | 34 |
| abstract_inverted_index.problematic | 72 |
| abstract_inverted_index.researchers | 30 |
| abstract_inverted_index.AI-generated | 43 |
| abstract_inverted_index.capabilities | 104 |
| abstract_inverted_index.democratizes | 157 |
| abstract_inverted_index.implications | 126 |
| abstract_inverted_index.increasingly | 142 |
| abstract_inverted_index.intelligence | 4 |
| abstract_inverted_index.limitations. | 107 |
| abstract_inverted_index.particularly | 71 |
| abstract_inverted_index.synthesizing | 116 |
| abstract_inverted_index.accessibility | 48 |
| abstract_inverted_index.effectiveness | 114 |
| abstract_inverted_index.revolutionize | 28 |
| abstract_inverted_index.shortcomings, | 120 |
| abstract_inverted_index.evidence-based | 137 |
| abstract_inverted_index.decision-making. | 87 |
| abstract_inverted_index.experimentation, | 110 |
| cited_by_percentile_year.max | 97 |
| cited_by_percentile_year.min | 95 |
| corresponding_author_ids | https://openalex.org/A5003259452 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 4 |
| corresponding_institution_ids | https://openalex.org/I1325675289, https://openalex.org/I4210088407, https://openalex.org/I4210150574, https://openalex.org/I45129253 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/16 |
| sustainable_development_goals[0].score | 0.7799999713897705 |
| sustainable_development_goals[0].display_name | Peace, Justice and strong institutions |
| citation_normalized_percentile.value | 0.88477494 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |