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PubMed

PubMed is a free search engine accessing primarily the MEDLINE database of references and abstracts on life sciences and biomedical topics. The United States National Library of Medicine (NLM) at the National Institutes of Health maintain the database as part of the Entrez system of information retrieval.[1]

PubMed
Contact
Research centerUnited States National Library of Medicine (NLM)
Release dateJanuary 1996; 28 years ago (1996-01)
Access
Websitepubmed.ncbi.nlm.nih.gov

From 1971 to 1997, online access to the MEDLINE database had been primarily through institutional facilities, such as university libraries.[2] PubMed, first released in January 1996, ushered in the era of private, free, home- and office-based MEDLINE searching.[3] The PubMed system was offered free to the public starting in June 1997.[2]

Content edit

In addition to MEDLINE, PubMed provides access to:

  • older references from the print version of Index Medicus, back to 1951 and earlier
  • references to some journals before they were indexed in Index Medicus and MEDLINE, for instance Science, BMJ, and Annals of Surgery
  • very recent entries to records for an article before it is indexed with Medical Subject Headings (MeSH) and added to MEDLINE
  • a collection of books available full-text and other subsets of NLM records[4]
  • PMC citations
  • NCBI Bookshelf

Many PubMed records contain links to full text articles, some of which are freely available, often in PubMed Central[5] and local mirrors, such as Europe PubMed Central.[6]

Information about the journals indexed in MEDLINE, and available through PubMed, is found in the NLM Catalog.[7]

As of 23 May 2023, PubMed has more than 35 million citations and abstracts dating back to 1966, selectively to the year 1865, and very selectively to 1809. As of the same date, 24.6 million of PubMed's records are listed with their abstracts, and 26.8 million records have links to full-text versions (of which 10.9 million articles are available, full-text for free).[8] Over the last 10 years (ending 31 December 2019), an average of nearly one million new records were added each year.

In 2016, NLM changed the indexing system so that publishers are able to directly correct typos and errors in PubMed indexed articles.[9]

PubMed has been reported to include some articles published in predatory journals. MEDLINE and PubMed policies for the selection of journals for database inclusion are slightly different. Weaknesses in the criteria and procedures for indexing journals in PubMed Central may allow publications from predatory journals to leak into PubMed.[10] The National Library of Medicine had respond that individual journal articles can be included in PMC to support the public access policies of research funders and that rigorous policies about journals and publishers ensure integrity of NLM literature databases.[11]

Characteristics edit

Website design edit

A new PubMed interface was launched in October 2009 and encouraged the use of such quick, Google-like search formulations; they have also been described as 'telegram' searches.[12] By default the results are sorted by Most Recent, but this can be changed to Best Match, Publication Date, First Author, Last Author, Journal, or Title.[13]

The PubMed website design and domain was updated in January 2020 and became default on 15 May 2020, with the updated and new features.[14] There was a critical reaction from many researchers who frequently use the site.[15]

PubMed for handhelds/mobiles edit

PubMed/MEDLINE can be accessed via handheld devices, using for instance the "PICO" option (for focused clinical questions) created by the NLM.[16] A "PubMed Mobile" option, providing access to a mobile friendly, simplified PubMed version, is also available.[17]

Search edit

Standard search edit

Simple searches on PubMed can be carried out by entering key aspects of a subject into PubMed's search window.

PubMed translates this initial search formulation and automatically adds field names, relevant MeSH (Medical Subject Headings) terms, synonyms, Boolean operators, and 'nests' the resulting terms appropriately, enhancing the search formulation significantly, in particular by routinely combining (using the OR operator) textwords and MeSH terms.[citation needed]

The examples given in a PubMed tutorial[18] demonstrate how this automatic process works:

Causes Sleep Walking is translated as ("etiology"[Subheading] OR "etiology"[All Fields] OR "causes"[All Fields] OR "causality"[MeSH Terms] OR "causality"[All Fields]) AND ("somnambulism"[MeSH Terms] OR "somnambulism"[All Fields] OR ("sleep"[All Fields] AND "walking"[All Fields]) OR "sleep walking"[All Fields])

Likewise,

soft Attack Aspirin Prevention is translated as ("myocardial infarction"[MeSH Terms] OR ("myocardial"[All Fields] AND "infarction"[All Fields]) OR "myocardial infarction"[All Fields] OR ("heart"[All Fields] AND "attack"[All Fields]) OR "heart attack"[All Fields]) AND ("aspirin"[MeSH Terms] OR "aspirin"[All Fields]) AND ("prevention and control"[Subheading] OR ("prevention"[All Fields] AND "control"[All Fields]) OR "prevention and control"[All Fields] OR "prevention"[All Fields])

Comprehensive search edit

For optimal searches in PubMed, it is necessary to understand its core component, MEDLINE, and especially of the MeSH (Medical Subject Headings) controlled vocabulary used to index MEDLINE articles. They may also require complex search strategies, use of field names (tags), proper use of limits and other features; reference librarians and search specialists offer search services.[19][20]

The search into PubMed's search window is only recommended for the search of unequivocal topics or new interventions that do not yet have a MeSH heading created, as well as for the search for commercial brands of medicines and proper nouns. It is also useful when there is no suitable heading or the descriptor represents a partial aspect. The search using the thesaurus MeSH is more accurate and will give fewer irrelevant results. In addition, it saves the disadvantage of the free text search in which the spelling, singular/plural or abbreviated differences have to be taken into consideration. On the other side, articles more recently incorporated into the database to which descriptors have not yet been assigned will not be found. Therefore, to guarantee an exhaustive search, a combination of controlled language headings and free text terms must be used.[21]

Journal article parameters edit

When a journal article is indexed, numerous article parameters are extracted and stored as structured information. Such parameters are: Article Type (MeSH terms, e.g., "Clinical Trial"), Secondary identifiers, (MeSH terms), Language, Country of the Journal or publication history (e-publication date, print journal publication date).

Publication Type: Clinical queries/systematic reviews edit

Publication type parameter allows searching by the type of publication, including reports of various kinds of clinical research.[22]

Secondary ID edit

Since July 2005, the MEDLINE article indexing process extracts identifiers from the article abstract and puts those in a field called Secondary Identifier (SI). The secondary identifier field is to store accession numbers to various databases of molecular sequence data, gene expression or chemical compounds and clinical trial IDs. For clinical trials, PubMed extracts trial IDs for the two largest trial registries: ClinicalTrials.gov (NCT identifier) and the International Standard Randomized Controlled Trial Number Register (IRCTN identifier).[23]

See also edit

A reference which is judged particularly relevant can be marked and "related articles" can be identified. If relevant, several studies can be selected and related articles to all of them can be generated (on PubMed or any of the other NCBI Entrez databases) using the 'Find related data' option. The related articles are then listed in order of "relatedness". To create these lists of related articles, PubMed compares words from the title and abstract of each citation, as well as the MeSH headings assigned, using a powerful word-weighted algorithm.[24] The 'related articles' function has been judged to be so precise that the authors of a paper suggested it can be used instead of a full search.[25]

Mapping to MeSH edit

PubMed automatically links to MeSH terms and subheadings. Examples would be: "bad breath" links to (and includes in the search) "halitosis", "heart attack" to "myocardial infarction", "breast cancer" to "breast neoplasms". Where appropriate, these MeSH terms are automatically "expanded", that is, include more specific terms. Terms like "nursing" are automatically linked to "Nursing [MeSH]" or "Nursing [Subheading]". This feature is called Auto Term Mapping and is enacted, by default, in free text searching but not exact phrase searching (i.e. enclosing the search query with double quotes).[26] This feature makes PubMed searches more sensitive and avoids false-negative (missed) hits by compensating for the diversity of medical terminology.[26]

PubMed does not apply automatic mapping of the term in the following circumstances: by writing the quoted phrase (e.g., "kidney allograft"), when truncated on the asterisk (e.g., kidney allograft*), and when looking with field labels (e.g., Cancer [ti]).[21]

My NCBI edit

The PubMed optional facility "My NCBI" (with free registration) provides tools for

  • saving searches
  • filtering search results
  • setting up automatic updates sent by e-mail
  • saving sets of references retrieved as part of a PubMed search
  • configuring display formats or highlighting search terms

and a wide range of other options.[27] The "My NCBI" area can be accessed from any computer with web-access. An earlier version of "My NCBI" was called "PubMed Cubby".[28]

LinkOut edit

LinkOut is an NLM facility to link and make available full-text local journal holdings.[29] Some 3,200 sites (mainly academic institutions) participate in this NLM facility (as of March 2010), from Aalborg University in Denmark to ZymoGenetics in Seattle.[30] Users at these institutions see their institution's logo within the PubMed search result (if the journal is held at that institution) and can access the full-text. Link out is being consolidated with Outside Tool as of the major platform update coming in the Summer of 2019.[31]

PubMed Commons edit

In 2016, PubMed allows authors of articles to comment on articles indexed by PubMed. This feature was initially tested in a pilot mode (since 2013) and was made permanent in 2016.[32] In February 2018, PubMed Commons was discontinued due to the fact that "usage has remained minimal".[33][34]

askMEDLINE edit

askMEDLINE, a free-text, natural language query tool for MEDLINE/PubMed, developed by the NLM, also suitable for handhelds.[35]

PubMed identifier edit

A PMID (PubMed identifier or PubMed unique identifier)[36] is a unique integer value, starting at 1, assigned to each PubMed record. A PMID is not the same as a PMCID (PubMed Central identifier) which is the identifier for all works published in the free-to-access PubMed Central.[37]

The assignment of a PMID or PMCID to a publication tells the reader nothing about the type or quality of the content. PMIDs are assigned to letters to the editor, editorial opinions, op-ed columns, and any other piece that the editor chooses to include in the journal, as well as peer-reviewed papers. The existence of the identification number is also not proof that the papers have not been retracted for fraud, incompetence, or misconduct. The announcement about any corrections to original papers may be assigned a PMID.

Each number that is entered in the PubMed search window is treated by default as if it were a PMID. Therefore, any reference in PubMed can be located using the PMID.

Alternative interfaces edit

 
MEDLINE is one of the databases which are accessible via PubMed. Several companies provide access to MEDLINE through their platforms.

The National Library of Medicine leases the MEDLINE information to a number of private vendors such as Embase, Ovid, Dialog, EBSCO, Knowledge Finder and many other commercial, non-commercial, and academic providers.[38] As of October 2008, more than 500 licenses had been issued, more than 200 of them to providers outside the United States. As licenses to use MEDLINE data are available for free, the NLM in effect provides a free testing ground for a wide range[39] of alternative interfaces and 3rd party additions to PubMed, one of a very few large, professionally curated databases which offers this option.

Lu identifies a sample of 28 current and free Web-based PubMed versions, requiring no installation or registration, which are grouped into four categories:[39]

  1. Ranking search results, for instance: eTBLAST; MedlineRanker;[40] MiSearch;[41]
  2. Clustering results by topics, authors, journals etc., for instance: Anne O'Tate;[42] ClusterMed;[43]
  3. Enhancing semantics and visualization, for instance: EBIMed;[44] MedEvi.[45]
  4. Improved search interface and retrieval experience, for instance, askMEDLINE[46][47] BabelMeSH;[48] and PubCrawler.[49]

As most of these and other alternatives rely essentially on PubMed/MEDLINE data leased under license from the NLM/PubMed, the term "PubMed derivatives" has been suggested.[39] Without the need to store about 90 GB of original PubMed Datasets, anybody can write PubMed applications using the eutils-application program interface as described in "The E-utilities In-Depth: Parameters, Syntax and More", by Eric Sayers, PhD.[50] Various citation format generators, taking PMID numbers as input, are examples of web applications making use of the eutils-application program interface. Sample web pages include Citation Generator – Mick Schroeder, Pubmed Citation Generator – Ultrasound of the Week, PMID2cite, and Cite this for me.

Data mining of PubMed edit

Alternative methods to mine the data in PubMed use programming environments such as Matlab, Python or R. In these cases, queries of PubMed are written as lines of code and passed to PubMed and the response is then processed directly in the programming environment. Code can be automated to systematically query with different keywords such as disease, year, organs, etc.

In addition to its traditional role as a biomedical database, PubMed has become common resource for training biomedical language models.[51] Recent advancements in this field include the development of models like PubMedGPT, a 2.7B parameter model trained on PubMed data by Stanford CRFM, and Microsoft's BiomedCLIP-PubMedBERT, which utilizes figure-caption pairs from PubMed Central for vision-language processing. These models demonstrate the significant potential of PubMed data in enhancing the capabilities of AI in medical research and healthcare applications. Such advancements underline the growing intersection between large-scale data mining and AI development in the biomedical field.

The data accessible by PubMed can be mirrored locally using an unofficial tool such as MEDOC.[52]

Millions of PubMed records augment various open data datasets about open access, like Unpaywall. Data analysis tools like Unpaywall Journals are used by libraries to assist with big deal cancellations: libraries can avoid subscriptions for materials already served by instant open access via open archives like PubMed Central.[53]

See also edit

References edit

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  2. ^ a b Lindberg DA (2000). (PDF). Effective Clinical Practice. 3 (5): 256–60. PMID 11185333. Archived from the original (PDF) on 2 November 2013.
  3. ^ "PubMed Celebrates its 10th Anniversary". Technical Bulletin. United States National Library of Medicine. 5 October 2006. from the original on 23 April 2018. Retrieved 22 March 2011.
  4. ^ "PubMed: MEDLINE Retrieval on the World Wide Web". Fact Sheet. United States National Library of Medicine. 7 June 2002. from the original on 1 September 2018. Retrieved 22 March 2011.
  5. ^ Roberts RJ (January 2001). "PubMed Central: The GenBank of the published literature". Proceedings of the National Academy of Sciences of the United States of America. 98 (2): 381–2. Bibcode:2001PNAS...98..381R. doi:10.1073/pnas.98.2.381. PMC 33354. PMID 11209037.
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  7. ^ "NLM Catalogue: Journals referenced in the NCBI Databases". NCBI. 2011. from the original on 13 October 2023. Retrieved 8 September 2017.
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  11. ^ Topper, Lauren; Marill, Jennifer; Kelly, Christopher; Funk, Kathryn (11 March 2019). "Rigorous policies ensure integrity of NLM literature databases". CMAJ. 191 (10): E289. doi:10.1503/cmaj.71602. ISSN 1488-2329. PMC 6411471. PMID 30858186.
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  38. ^ "Leasing journal citations from PubMed/Medline". NLM. 2011. from the original on 9 July 2023. Retrieved 7 April 2016.
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  40. ^ Fontaine JF, Barbosa-Silva A, Schaefer M, Huska MR, Muro EM, Andrade-Navarro MA (July 2009). "MedlineRanker: flexible ranking of biomedical literature". Nucleic Acids Research. 37 (Web Server issue): W141-6. doi:10.1093/nar/gkp353. PMC 2703945. PMID 19429696.
  41. ^ States DJ, Ade AS, Wright ZC, Bookvich AV, Athey BD (April 2009). "MiSearch adaptive pubMed search tool". Bioinformatics. 25 (7): 974–6. doi:10.1093/bioinformatics/btn033. PMC 2660869. PMID 18326507.
  42. ^ Smalheiser NR, Zhou W, Torvik VI (February 2008). "Anne O'Tate: A tool to support user-driven summarization, drill-down and browsing of PubMed search results". Journal of Biomedical Discovery and Collaboration. 3: 2. doi:10.1186/1747-5333-3-2. PMC 2276193. PMID 18279519.
  43. ^ . Vivisimo Clustering Engine. 2011. Archived from the original on 11 August 2011. Retrieved 3 July 2011.
  44. ^ Rebholz-Schuhmann D, Kirsch H, Arregui M, Gaudan S, Riethoven M, Stoehr P (January 2007). "EBIMed--text crunching to gather facts for proteins from Medline". Bioinformatics. 23 (2): e237-44. doi:10.1093/bioinformatics/btl302. PMID 17237098.
  45. ^ Kim JJ, Pezik P, Rebholz-Schuhmann D (June 2008). "MedEvi: retrieving textual evidence of relations between biomedical concepts from Medline". Bioinformatics. 24 (11): 1410–2. doi:10.1093/bioinformatics/btn117. PMC 2387223. PMID 18400773.
  46. ^ Fontelo P, Liu F, Ackerman M, Schardt CM, Keitz SA (2006). "askMEDLINE: a report on a year-long experience". AMIA ... Annual Symposium Proceedings. AMIA Symposium. 2006: 923. PMC 1839379. PMID 17238542.
  47. ^ Fontelo P, Liu F, Ackerman M (2005). "MeSH Speller + askMEDLINE: auto-completes MeSH terms then searches MEDLINE/PubMed via free-text, natural language queries". AMIA ... Annual Symposium Proceedings. AMIA Symposium. 2005: 957. PMC 1513542. PMID 16779244.
  48. ^ Fontelo P, Liu F, Leon S, Anne A, Ackerman M (2007). "PICO Linguist and BabelMeSH: development and partial evaluation of evidence-based multilanguage search tools for MEDLINE/PubMed". Studies in Health Technology and Informatics. 129 (Pt 1): 817–21. PMID 17911830. from the original on 18 October 2023. Retrieved 31 May 2014.
  49. ^ Hokamp K, Wolfe KH (July 2004). "PubCrawler: keeping up comfortably with PubMed and GenBank". Nucleic Acids Research. 32 (Web Server issue): W16-9. doi:10.1093/nar/gkh453. PMC 441591. PMID 15215341.
  50. ^ Eric Sayers, PhD (24 October 2018). The E-utilities In-Depth: Parameters, Syntax and More. NCBI. from the original on 23 June 2023. Retrieved 8 September 2017.
  51. ^ Singhal, Karan; Azizi, Shekoofeh; Tu, Tao; Mahdavi, S. Sara; Wei, Jason; Chung, Hyung Won; Scales, Nathan; Tanwani, Ajay; Cole-Lewis, Heather; Pfohl, Stephen; Payne, Perry; Seneviratne, Martin; Gamble, Paul; Kelly, Chris; Babiker, Abubakr; Schärli, Nathanael; Chowdhery, Aakanksha; Mansfield, Philip; Demner-Fushman, Dina; Agüera y Arcas, Blaise; Webster, Dale; Corrado, Greg S.; Matias, Yossi; Chou, Katherine; Gottweis, Juraj; Tomasev, Nenad; Liu, Yun; Rajkomar, Alvin; Barral, Joelle; Semturs, Christopher; Karthikesalingam, Alan; Natarajan, Vivek (3 August 2023). "Large language models encode clinical knowledge". Nature. 620 (7972): 172–180. arXiv:2212.13138. doi:10.1038/s41586-023-06291-2.
  52. ^ MEDOC on GitHub
  53. ^ Denise Wolfe (7 April 2020). "SUNY Negotiates New, Modified Agreement with Elsevier – Libraries News Center University at Buffalo Libraries". library.buffalo.edu. University at Buffalo. from the original on 6 December 2020. Retrieved 18 April 2020.

External links edit

  • Official website
  • PubMed search tags & field qualifiers

pubmed, confused, with, central, free, search, engine, accessing, primarily, medline, database, references, abstracts, life, sciences, biomedical, topics, united, states, national, library, medicine, national, institutes, health, maintain, database, part, entr. Not to be confused with PubMed Central PubMed is a free search engine accessing primarily the MEDLINE database of references and abstracts on life sciences and biomedical topics The United States National Library of Medicine NLM at the National Institutes of Health maintain the database as part of the Entrez system of information retrieval 1 PubMedContactResearch centerUnited States National Library of Medicine NLM Release dateJanuary 1996 28 years ago 1996 01 AccessWebsitepubmed wbr ncbi wbr nlm wbr nih wbr govFrom 1971 to 1997 online access to the MEDLINE database had been primarily through institutional facilities such as university libraries 2 PubMed first released in January 1996 ushered in the era of private free home and office based MEDLINE searching 3 The PubMed system was offered free to the public starting in June 1997 2 Contents 1 Content 2 Characteristics 2 1 Website design 2 1 1 PubMed for handhelds mobiles 2 2 Search 2 2 1 Standard search 2 2 2 Comprehensive search 2 3 Journal article parameters 2 3 1 Publication Type Clinical queries systematic reviews 2 3 2 Secondary ID 2 4 See also 2 5 Mapping to MeSH 2 6 My NCBI 2 7 LinkOut 2 8 PubMed Commons 2 9 askMEDLINE 2 10 PubMed identifier 3 Alternative interfaces 4 Data mining of PubMed 5 See also 6 References 7 External linksContent editIn addition to MEDLINE PubMed provides access to older references from the print version of Index Medicus back to 1951 and earlier references to some journals before they were indexed in Index Medicus and MEDLINE for instance Science BMJ and Annals of Surgery very recent entries to records for an article before it is indexed with Medical Subject Headings MeSH and added to MEDLINE a collection of books available full text and other subsets of NLM records 4 PMC citations NCBI BookshelfMany PubMed records contain links to full text articles some of which are freely available often in PubMed Central 5 and local mirrors such as Europe PubMed Central 6 Information about the journals indexed in MEDLINE and available through PubMed is found in the NLM Catalog 7 As of 23 May 2023 update PubMed has more than 35 million citations and abstracts dating back to 1966 selectively to the year 1865 and very selectively to 1809 As of the same date update 24 6 million of PubMed s records are listed with their abstracts and 26 8 million records have links to full text versions of which 10 9 million articles are available full text for free 8 Over the last 10 years ending 31 December 2019 an average of nearly one million new records were added each year In 2016 NLM changed the indexing system so that publishers are able to directly correct typos and errors in PubMed indexed articles 9 PubMed has been reported to include some articles published in predatory journals MEDLINE and PubMed policies for the selection of journals for database inclusion are slightly different Weaknesses in the criteria and procedures for indexing journals in PubMed Central may allow publications from predatory journals to leak into PubMed 10 The National Library of Medicine had respond that individual journal articles can be included in PMC to support the public access policies of research funders and that rigorous policies about journals and publishers ensure integrity of NLM literature databases 11 Characteristics editWebsite design edit A new PubMed interface was launched in October 2009 and encouraged the use of such quick Google like search formulations they have also been described as telegram searches 12 By default the results are sorted by Most Recent but this can be changed to Best Match Publication Date First Author Last Author Journal or Title 13 The PubMed website design and domain was updated in January 2020 and became default on 15 May 2020 with the updated and new features 14 There was a critical reaction from many researchers who frequently use the site 15 PubMed for handhelds mobiles edit PubMed MEDLINE can be accessed via handheld devices using for instance the PICO option for focused clinical questions created by the NLM 16 A PubMed Mobile option providing access to a mobile friendly simplified PubMed version is also available 17 Search edit Standard search edit Simple searches on PubMed can be carried out by entering key aspects of a subject into PubMed s search window PubMed translates this initial search formulation and automatically adds field names relevant MeSH Medical Subject Headings terms synonyms Boolean operators and nests the resulting terms appropriately enhancing the search formulation significantly in particular by routinely combining using the OR operator textwords and MeSH terms citation needed The examples given in a PubMed tutorial 18 demonstrate how this automatic process works Causes Sleep Walking is translated as etiology Subheading OR etiology All Fields OR causes All Fields OR causality MeSH Terms OR causality All Fields AND somnambulism MeSH Terms OR somnambulism All Fields OR sleep All Fields AND walking All Fields OR sleep walking All Fields Likewise soft Attack Aspirin Preventionis translated as myocardial infarction MeSH Terms OR myocardial All Fields AND infarction All Fields OR myocardial infarction All Fields OR heart All Fields AND attack All Fields OR heart attack All Fields AND aspirin MeSH Terms OR aspirin All Fields AND prevention and control Subheading OR prevention All Fields AND control All Fields OR prevention and control All Fields OR prevention All Fields Comprehensive search edit For optimal searches in PubMed it is necessary to understand its core component MEDLINE and especially of the MeSH Medical Subject Headings controlled vocabulary used to index MEDLINE articles They may also require complex search strategies use of field names tags proper use of limits and other features reference librarians and search specialists offer search services 19 20 The search into PubMed s search window is only recommended for the search of unequivocal topics or new interventions that do not yet have a MeSH heading created as well as for the search for commercial brands of medicines and proper nouns It is also useful when there is no suitable heading or the descriptor represents a partial aspect The search using the thesaurus MeSH is more accurate and will give fewer irrelevant results In addition it saves the disadvantage of the free text search in which the spelling singular plural or abbreviated differences have to be taken into consideration On the other side articles more recently incorporated into the database to which descriptors have not yet been assigned will not be found Therefore to guarantee an exhaustive search a combination of controlled language headings and free text terms must be used 21 Journal article parameters edit When a journal article is indexed numerous article parameters are extracted and stored as structured information Such parameters are Article Type MeSH terms e g Clinical Trial Secondary identifiers MeSH terms Language Country of the Journal or publication history e publication date print journal publication date Publication Type Clinical queries systematic reviews edit Publication type parameter allows searching by the type of publication including reports of various kinds of clinical research 22 Secondary ID edit Since July 2005 the MEDLINE article indexing process extracts identifiers from the article abstract and puts those in a field called Secondary Identifier SI The secondary identifier field is to store accession numbers to various databases of molecular sequence data gene expression or chemical compounds and clinical trial IDs For clinical trials PubMed extracts trial IDs for the two largest trial registries ClinicalTrials gov NCT identifier and the International Standard Randomized Controlled Trial Number Register IRCTN identifier 23 See also edit A reference which is judged particularly relevant can be marked and related articles can be identified If relevant several studies can be selected and related articles to all of them can be generated on PubMed or any of the other NCBI Entrez databases using the Find related data option The related articles are then listed in order of relatedness To create these lists of related articles PubMed compares words from the title and abstract of each citation as well as the MeSH headings assigned using a powerful word weighted algorithm 24 The related articles function has been judged to be so precise that the authors of a paper suggested it can be used instead of a full search 25 Mapping to MeSH edit PubMed automatically links to MeSH terms and subheadings Examples would be bad breath links to and includes in the search halitosis heart attack to myocardial infarction breast cancer to breast neoplasms Where appropriate these MeSH terms are automatically expanded that is include more specific terms Terms like nursing are automatically linked to Nursing MeSH or Nursing Subheading This feature is called Auto Term Mapping and is enacted by default in free text searching but not exact phrase searching i e enclosing the search query with double quotes 26 This feature makes PubMed searches more sensitive and avoids false negative missed hits by compensating for the diversity of medical terminology 26 PubMed does not apply automatic mapping of the term in the following circumstances by writing the quoted phrase e g kidney allograft when truncated on the asterisk e g kidney allograft and when looking with field labels e g Cancer ti 21 My NCBI edit The PubMed optional facility My NCBI with free registration provides tools for saving searches filtering search results setting up automatic updates sent by e mail saving sets of references retrieved as part of a PubMed search configuring display formats or highlighting search termsand a wide range of other options 27 The My NCBI area can be accessed from any computer with web access An earlier version of My NCBI was called PubMed Cubby 28 LinkOut edit LinkOut is an NLM facility to link and make available full text local journal holdings 29 Some 3 200 sites mainly academic institutions participate in this NLM facility as of March 2010 update from Aalborg University in Denmark to ZymoGenetics in Seattle 30 Users at these institutions see their institution s logo within the PubMed search result if the journal is held at that institution and can access the full text Link out is being consolidated with Outside Tool as of the major platform update coming in the Summer of 2019 31 PubMed Commons edit In 2016 PubMed allows authors of articles to comment on articles indexed by PubMed This feature was initially tested in a pilot mode since 2013 and was made permanent in 2016 32 In February 2018 PubMed Commons was discontinued due to the fact that usage has remained minimal 33 34 askMEDLINE edit askMEDLINE a free text natural language query tool for MEDLINE PubMed developed by the NLM also suitable for handhelds 35 PubMed identifier edit For help using PubMed identifiers within Wikipedia see Wikipedia PMID A PMID PubMed identifier or PubMed unique identifier 36 is a unique integer value starting at 1 assigned to each PubMed record A PMID is not the same as a PMCID PubMed Central identifier which is the identifier for all works published in the free to access PubMed Central 37 The assignment of a PMID or PMCID to a publication tells the reader nothing about the type or quality of the content PMIDs are assigned to letters to the editor editorial opinions op ed columns and any other piece that the editor chooses to include in the journal as well as peer reviewed papers The existence of the identification number is also not proof that the papers have not been retracted for fraud incompetence or misconduct The announcement about any corrections to original papers may be assigned a PMID Each number that is entered in the PubMed search window is treated by default as if it were a PMID Therefore any reference in PubMed can be located using the PMID Alternative interfaces edit nbsp MEDLINE is one of the databases which are accessible via PubMed Several companies provide access to MEDLINE through their platforms The National Library of Medicine leases the MEDLINE information to a number of private vendors such as Embase Ovid Dialog EBSCO Knowledge Finder and many other commercial non commercial and academic providers 38 As of October 2008 update more than 500 licenses had been issued more than 200 of them to providers outside the United States As licenses to use MEDLINE data are available for free the NLM in effect provides a free testing ground for a wide range 39 of alternative interfaces and 3rd party additions to PubMed one of a very few large professionally curated databases which offers this option Lu identifies a sample of 28 current and free Web based PubMed versions requiring no installation or registration which are grouped into four categories 39 Ranking search results for instance eTBLAST MedlineRanker 40 MiSearch 41 Clustering results by topics authors journals etc for instance Anne O Tate 42 ClusterMed 43 Enhancing semantics and visualization for instance EBIMed 44 MedEvi 45 Improved search interface and retrieval experience for instance askMEDLINE 46 47 BabelMeSH 48 and PubCrawler 49 As most of these and other alternatives rely essentially on PubMed MEDLINE data leased under license from the NLM PubMed the term PubMed derivatives has been suggested 39 Without the need to store about 90 GB of original PubMed Datasets anybody can write PubMed applications using the eutils application program interface as described in The E utilities In Depth Parameters Syntax and More by Eric Sayers PhD 50 Various citation format generators taking PMID numbers as input are examples of web applications making use of the eutils application program interface Sample web pages include Citation Generator Mick Schroeder Pubmed Citation Generator Ultrasound of the Week PMID2cite and Cite this for me Data mining of PubMed editAlternative methods to mine the data in PubMed use programming environments such as Matlab Python or R In these cases queries of PubMed are written as lines of code and passed to PubMed and the response is then processed directly in the programming environment Code can be automated to systematically query with different keywords such as disease year organs etc In addition to its traditional role as a biomedical database PubMed has become common resource for training biomedical language models 51 Recent advancements in this field include the development of models like PubMedGPT a 2 7B parameter model trained on PubMed data by Stanford CRFM and Microsoft s BiomedCLIP PubMedBERT which utilizes figure caption pairs from PubMed Central for vision language processing These models demonstrate the significant potential of PubMed data in enhancing the capabilities of AI in medical research and healthcare applications Such advancements underline the growing intersection between large scale data mining and AI development in the biomedical field The data accessible by PubMed can be mirrored locally using an unofficial tool such as MEDOC 52 Millions of PubMed records augment various open data datasets about open access like Unpaywall Data analysis tools like Unpaywall Journals are used by libraries to assist with big deal cancellations libraries can avoid subscriptions for materials already served by instant open access via open archives like PubMed Central 53 See also editEurope PubMed Central JournalReview org List of academic databases and search engines PubMed Central PubMed Central CanadaReferences edit PubMed Archived from the original on 13 December 2020 Retrieved 22 February 2019 a b Lindberg DA 2000 Internet access to the National Library of Medicine PDF Effective Clinical Practice 3 5 256 60 PMID 11185333 Archived from the original PDF on 2 November 2013 PubMed Celebrates its 10th Anniversary Technical Bulletin United States National Library of Medicine 5 October 2006 Archived from the original on 23 April 2018 Retrieved 22 March 2011 PubMed MEDLINE Retrieval on the World Wide Web Fact Sheet United States National Library of Medicine 7 June 2002 Archived from the original on 1 September 2018 Retrieved 22 March 2011 Roberts RJ January 2001 PubMed Central The GenBank of the published literature Proceedings of the National Academy of Sciences of the United States of America 98 2 381 2 Bibcode 2001PNAS 98 381R doi 10 1073 pnas 98 2 381 PMC 33354 PMID 11209037 McEntyre JR Ananiadou S Andrews S Black WJ Boulderstone R Buttery P et al January 2011 UKPMC a full text article resource for the life sciences Nucleic Acids Research 39 Database issue D58 65 doi 10 1093 nar gkq1063 PMC 3013671 PMID 21062818 NLM Catalogue Journals referenced in the NCBI Databases NCBI 2011 Archived from the original on 13 October 2023 Retrieved 8 September 2017 PubMed PubMed Archived from the original on 6 January 2022 Retrieved 5 January 2023 The search query 1800 2100 dp retrieves all results whose date of publication is between 1800 and 2100 inclusive MEDLINE PubMed Production Improvements Underway NLM Technical Bulletin 411 e1 July August 2016 Archived from the original on 29 March 2023 Retrieved 29 July 2016 Manca A Moher D Cugusi L Dvir Z Deriu F September 2018 How predatory journals leak into PubMed CMAJ 190 35 E1042 E1045 doi 10 1503 cmaj 180154 PMC 6148641 PMID 30181150 Topper Lauren Marill Jennifer Kelly Christopher Funk Kathryn 11 March 2019 Rigorous policies ensure integrity of NLM literature databases CMAJ 191 10 E289 doi 10 1503 cmaj 71602 ISSN 1488 2329 PMC 6411471 PMID 30858186 Clarke J Wentz R September 2000 Pragmatic approach is effective in evidence based health care BMJ 321 7260 566 7 doi 10 1136 bmj 321 7260 566 a PMC 1118450 PMID 10968827 Fatehi F Gray LC Wootton R January 2014 How to improve your PubMed MEDLINE searches 2 display settings complex search queries and topic searching Journal of Telemedicine and Telecare 20 1 44 55 doi 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Semturs Christopher Karthikesalingam Alan Natarajan Vivek 3 August 2023 Large language models encode clinical knowledge Nature 620 7972 172 180 arXiv 2212 13138 doi 10 1038 s41586 023 06291 2 MEDOC on GitHub Denise Wolfe 7 April 2020 SUNY Negotiates New Modified Agreement with Elsevier Libraries News Center University at Buffalo Libraries library buffalo edu University at Buffalo Archived from the original on 6 December 2020 Retrieved 18 April 2020 External links edit nbsp Wikidata has the property nbsp PubMed ID P698 see uses Official website PubMed search tags amp field qualifiers Retrieved from https en wikipedia org w index php title PubMed amp oldid 1195324840, wikipedia, wiki, book, books, library,

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