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Bibliographic research with large language model ChatGPT-4: instability, hallucinations and sometimes alerts
Konradin Metzea,
Corresponding author
kmetze@fcm.unicamp.br

Corresponding author.
, Rosana Celestina Morandin-Reisb, Irene Lorand-Metzec, João Batista Florindod
a Department of Pathology, Faculty of Medical Sciences, State University of Campinas, Brazil
b Faculty of Medical Sciences, State University of Campinas, Brazil
c Department of Internal Medicine, Faculty of Medical Sciences, State University of Campinas, Brazil
d Institute of Mathematics, State University of Campinas, Brazil
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    "textoCompleto" => "<span class="elsevierStyleSections"><p id="para0001" class="elsevierStylePara elsevierViewall">The public availability of large language models&#44; such as ChatGPT&#44; has increased their use in the area of medicine&#46; Although this kind of artificial intelligence has been considered to be useful&#44; there are also reports on disadvantages and even warnings of errors and incorrect information &#91;<a class="elsevierStyleCrossRef" href="#bib0001">1</a>&#93;&#46;</p><p id="para0002" class="elsevierStylePara elsevierViewall">In the previous study with ChatGPT 3&#46;5&#44; it has been shown&#44; that the retrieval of bibliographic data may show many inconsistencies and errors &#91;<a class="elsevierStyleCrossRef" href="#bib0002">2</a>&#93;&#46; These findings inspired us to test an improved version of this LLM &#40;ChatGPT-4&#41; with a similar task&#46; In the previous version 3&#46;5&#44; the authors observed that it was sometimes necessary to repeat a prompt up to seven times &#40;on different days&#41; until the system recognized bibliographic data&#46;</p><p id="para0003" class="elsevierStylePara elsevierViewall">Therefore&#44; the authors investigated this question of temporal reproducibility now applying the ChatGPT-4 version&#44; asking for information on professional and bibliographic data of all professors at a university department during a 10 day period&#46; This task represents somehow a real-world situation&#58; students or patients might be interested in the professional and scientific activities of the professors whose names they found in the home page of the University Hospital&#46; Therefore&#44; the authors submitted the following prompt every day during a ten-days-period &#40;16&#8210;25 October 2023&#41;&#46;</p><p id="para0004" class="elsevierStylePara elsevierViewall">&#8220;Please write a summary on the professional and scientific activities of &#40;professor&#39;s full name&#41; in the area of pathology or clinical pathology or hematology or neuropathology or microbiology or immunology or biochemistry or molecular mechanisms or cytology and add the most relevant literature&#44; citing at least five references&#8221;&#46;</p><p id="para0005" class="elsevierStylePara elsevierViewall">The quality of the replies was checked by two observers comparing them with data from PUBMED&#44; Web of Science&#44; Google Scholar as well as Lattes database&#44; which is an official platform of curricula supported by CNPq &#40;National Council of Research&#41; of the Federal Government&#46;</p><p id="para0006" class="elsevierStylePara elsevierViewall">References were classified as&#58; a&#41; Correct&#44; b&#41; With incorrect data but possibility of recovering the publication&#44; or c&#41; Hallucination with non-existing titles or existing publications written by others&#44; but erroneously attributed to the person under investigation&#46;</p><p id="para0007" class="elsevierStylePara elsevierViewall">The descriptions of scientific and professional activities &#40;sketches&#41; were categorized by consensus discussion of two observers as&#58; a&#41; Acceptable&#44; b&#41; With deficiencies&#44; and c&#41; Insufficient &#40;essential activities not mentioned or with relevant false information&#41;&#46;</p><p id="para0008" class="elsevierStylePara elsevierViewall">Bibliometric data of the 19 professors included in this study were retrieved from Clarivate&#39;s Web of Science &#40;all databases used&#41;&#46; Data ranged as follows&#58; the number of publications &#40;22&#8210;343&#41;&#44; citations &#40;106&#8210;8&#44;289&#41;&#44; and H-index &#40;7&#8210;48&#41;&#46;</p><p id="para0009" class="elsevierStylePara elsevierViewall">During the 10-day period&#44; only eight professors had been recognized &#40;between 2 and 10 times&#41;&#44; <a class="elsevierStyleCrossRef" href="#tbl0001">Table 1</a>&#46; The authors found high Spearman correlation coefficients between the number of days when the person was recognized and the number of publications &#40;<span class="elsevierStyleItalic">r</span> &#61; 0&#46;729&#59; 95 &#37; CI 0&#46;461&#8210;0&#46;857&#59; p &#60; 0&#46;001&#41;&#44; citations &#40;<span class="elsevierStyleItalic">r</span> &#61; 0&#46;702&#59; 95 &#37; CI 0&#46;377&#8210;0&#46;868&#59; p &#61; 0&#46;001&#41;&#44; and the H-index &#40;<span class="elsevierStyleItalic">r</span> &#61; 0&#46;741&#59; 95 &#37; CI 0&#46;454&#8210;0&#46;882&#59; p &#60; 0&#46;001&#41;&#44; suggesting that the chatbot might find more easily data on researchers with a higher presence in the literature and academic reputation&#46;</p><elsevierMultimedia ident="tbl0001"></elsevierMultimedia><p id="para0010" class="elsevierStylePara elsevierViewall">A total of 260 references were released &#40;zero to five per reply&#41;&#44; classified as follows&#58; a&#41; 11&#46;54 &#37; &#8220;Correct&#8221;&#44; b&#41; 13&#46;85 &#37; &#8220;With incorrect data&#8221; and c&#41; 74&#46;62 &#37; as &#8220;Hallucinations&#8221;&#46; The latter showed no repetitions&#44; thus suggesting an influence of random processes during the creation&#46;</p><p id="para0011" class="elsevierStylePara elsevierViewall">Of the 60 sketches released&#44; 41&#46;67 &#37; were &#8220;acceptable&#8221;&#44; 21&#46;67 &#37; were &#8220;with deficiencies&#8221; and 36&#46;67 &#37; were &#8220;insufficient&#8221;&#46; In seven sketches belonging to three professors&#44; nonexistent information &#40;&#8220;hallucinations&#8221;&#41; was mixed up with true facts &#40;<a class="elsevierStyleCrossRef" href="#tbl0001">Table 1</a>&#41;&#46; The quality of the sketches could vary considerably&#44; alternating between &#8220;insufficient&#8221; and &#8220;acceptable&#8221; even in persons with a high H-index&#44; sometimes on consecutive days&#46; In certain cases&#44; all references were hallucinated but the sketch was &#8220;acceptable&#8221;&#46; The titles of the hallucinated references were sound in most of the cases&#44; i&#46;e&#46;&#44; the content was perfectly aligned with the professor&#39;s activity and suggested some interesting actual investigation&#46; A scientist confronted with them commented that these hallucinated titles were interesting&#44; and that he would like to have performed these investigations&#46; One possible explanation for this might be that&#44; although&#44; without access to real references&#44; the chatbot might have created a stereotypic figure and also the topics of investigations which most probably these researchers might have performed&#46;</p><p id="para0012" class="elsevierStylePara elsevierViewall">Special attention should be drawn on the release of the second day&#44; where only four professors had been recognized&#44; three with acceptable sketches and one with deficiencies&#46; All references however were hallucinated&#46; Interestingly&#44; also the following warning has been released for all cases&#58; &#8220;Note&#58; The above references are fictional and meant to represent the type of research one might expect based on the description of Dr&#46; X&#39;s work&#46; They are not actual publications by Dr&#46; X&#41;&#8221;&#46;</p><p id="para0013" class="elsevierStylePara elsevierViewall">Therefore&#44; the authors can conclude that the system is somehow &#8220;aware&#8221; that the hallucinated references had been fabricated&#46;</p><p id="para0014" class="elsevierStylePara elsevierViewall">The problem is&#44; however&#44; that this warning was only released on one single day and therefore potential users would not have been warned on the other 9 days&#46;</p><p id="para0015" class="elsevierStylePara elsevierViewall">The present results suggest that the examined ChatGPT-4 version is not appropriate for bibliographic research&#44; reinforcing the WHO warning that the actual versions of chatbots should not be considered suitable for recovering data from developing countries &#91;<a class="elsevierStyleCrossRef" href="#bib0003">3</a>&#93;&#46;</p><p id="para0016" class="elsevierStylePara elsevierViewall">However&#44; it could be more useful if combined with new advanced tools&#44; such as Retrieval Augmented Generation &#40;RAG&#41; and prompt engineering&#46; The authors also noticed that the limitations of LLMs are even more evident for researchers with lower publication and citation indexes&#46; This is mostly associated with the limited representation of data in the training set for those cases&#46; Such a scenario naturally suggests strategies to augment the training data providing some specific context for the task at hand&#46; RAG is a well-studied technique for that purpose &#91;<a class="elsevierStyleCrossRef" href="#bib0004">4</a>&#93;&#46; Techniques to encourage the LLM to say that it does not know the answer instead of hallucinating would also be valuable in this context&#46; Nevertheless&#44; the use of advanced strategies like that is still far from accessible for most of the users of LLMs&#44; which conveys an impression that those models are not capable of fulfilling their promises and expectations in practice&#46;</p><span id="sec0001" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0002">Authors&#39; contributions</span><p id="para0017" class="elsevierStylePara elsevierViewall">KM&#58; Design and planning of the study&#44; critical review of the AI responses&#44; data analysis&#44; writing of the text and final approval of the text&#46;</p><p id="para0018" class="elsevierStylePara elsevierViewall">RM-R&#58; Planning of the study&#44; critical review of the AI responses&#44; data collection and analysis&#44; and final approval of the text&#46;</p><p id="para0019" class="elsevierStylePara elsevierViewall">ILM&#58; Data analysis&#44; organization of the study&#44; drafting of the manuscript and final approval of the text&#46;</p><p id="para0020" class="elsevierStylePara elsevierViewall">JBF&#58; Design and planning of the study&#44; supervision of the data analysis&#44; review and final approval of the text&#46;</p></span></span>"
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                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0018"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0019"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0020"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0021"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">3&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0022"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0023"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0024"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0025"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0026"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0027"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0028"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0029"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0030"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">4&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0031"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0032"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0033"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0034"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0035"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0036"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0037"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0038"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0039"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">5&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0040"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0041"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0042"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0043"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0044"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0045"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0046"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0047"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0048"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">6&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0049"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0050"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0051"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0052"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0053"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0054"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0055"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0056"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0057"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">7&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0058"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0059"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0060"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0061"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0062"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0063"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0064"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0065"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0066"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">8&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0067"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0068"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0069"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0070"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0071"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0072"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0073"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0074"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0075"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">9&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0076"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0077"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0078"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0079"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0080"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0081"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0082"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0083"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0084"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">10&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0085"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0086"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0087"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0088"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">0&#42;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0089"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#8210;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0090"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0091"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0092"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">2&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0093"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">Retrieved references&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0094"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">40&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0095"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">35&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0096"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">25&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0097"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">35&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0098"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">10&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0099"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">25&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0100"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">40&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0101"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">50&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><a name="en0102"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">&#37; of references with hallucinations&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0103"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">67&#46;5&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0104"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">100&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0105"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">100&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0106"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">100&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0107"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">10&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0108"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">84&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0109"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">65&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><a name="en0110"></a><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="top">30&#46;0&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr></tbody></table>
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Original language: English
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