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Record W4385064130 · doi:10.1016/s1474-4422(23)00195-3

Global, regional, and national burden of meningitis and its aetiologies, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019

2023· review· en· W4385064130 on OpenAlexfundno aff
Han Yong Wunrow, Rose Bender, Avina Vongpradith, Sarah Brooke Sirota, Lucien R Swetschinski, Amanda Novotney, Authia P Gray, Kevin S Ikuta, Fablina Sharara, Eve E Wool, Amirali Aali, Sherief Abd‐Elsalam, Ashkan Abdollahi, Jeza Muhamad Abdul Aziz, Hassan Abidi, Richard Gyan Aboagye, Hassan Abolhassani, Eman Abu‐Gharbieh, Lawan Hassan Adamu, Tigist Demssew Adane, Isaac Yeboah Addo, Oyelola A. Adegboye, Tayo Alex Adekiya, Mohammad Adnan, Qorinah Estiningtyas Sakilah Adnani, Saira Afzal, Shahin Aghamiri, Zahra Babaei Aghdam, Antonella Agodi, Bright Opoku Ahinkorah, Aqeel Ahmad, Sajjad Ahmad, Mohadese Ahmadzade, Ali Ahmed, Ayman Ahmed, Jivan Qasim Ahmed, Meqdad Saleh Ahmed, Karolina Akinosoglou, Addis Aklilu, Maxwell Akonde, Fares Alahdab, Tareq Mohammed Ali AL-Ahdal, Fahad Alanezi, Ahmed Hassan Albelbeisi, Tsegaye Alemayehu, Kefyalew Addis Alene, Ayman Al‐Eyadhy, Adel Al‐Gheethi, Abid Ali, Beriwan Abdulqadir Ali, Liaqat Ali, Syed Shujait Ali, Yousef Alimohamadi, Vahid Alipour, Syed Mohamed Aljunid, Sami Almustanyir, Rajaa Al‐Raddadi, Nelson Alvis‐Guzmán, Yaser Mohammed Al‐Worafi, Hany Aly, Edward Kwabena Ameyaw, Robert Ancuceanu, Adnan Ansar, Golnoosh Ansari, Anayochukwu Edward Anyasodor, Jalal Arabloo, Aleksandr Y. Aravkin, Demelash Areda, Anton A Artamonov, Judie Arulappan, Raphael Taiwo Aruleba, Muhammad Asaduzzaman, Kendalem Asmare Atalell, Seyyed Shamsadin Athari, Daniel Atlaw, Maha Atout, Sameh Attia, Tewachew Awoke, Melese Kitu Ayalew, Tegegn Mulatu Ayana, Alemu Degu Ayele, Sina Azadnajafabad, Khalil Azizian, Muhammad Badar, Ashish Badiye, Nayereh Baghcheghi, Mahboube Bagheri, Sara Bagherieh, Saeed Bahadory, Atif Amin Baig, Aleksandra Barać, Shirin Barati, Mainak Bardhan, Zarrin Basharat, Azadeh Bashiri, Buddha Basnyat, Quique Bassat, Saurav Basu, Nebiyou Simegnew Bayileyegn, Neeraj Bedi, Amir Hossein Behnoush, Abebe Ayalew Bekel, Melaku Ashagrie Belete, Olorunjuwon Omolaja Bello, Akshaya Srikanth Bhagavathula, Dinesh Bhandari, Pankaj Bhardwaj, Sonu Bhaskar, Ajay Nagesh Bhat, Ali Bijani, Niloufar Bineshfar, Archith Boloor, Souad Bouaoud, Danilo Buonsenso, Katrin Burkart, Luis Alberto Cámera, Carlos A Castañeda-Orjuela, Achille Cernigliaro, Jaykaran Charan, Vijay Kumar Chattu, Patrick R Ching, Hitesh Chopra, Sonali G Choudhari, Devasahayam J Christopher, Dinh‐Toi Chu, Rosa A S Couto, Natália Martins, Omid Dadras, Xiaochen Dai, Lalit Dandona, Rakhi Dandona, Saswati Das, Nihar Ranjan Dash, Mohsen Dashti, Fernando de la Hoz, Sisay Abebe Debela, Demeke Dejen, Hiwot Dejene, Dessalegn Demeke, Feleke Mekonnen Demeke, Berecha Hundessa Demessa, Andreas K. Demetriades, Solomon Demissie, Diriba Dereje, Emina Dervišević, Hardik Dineshbhai Desai, Anteneh Mengist Dessie, Fikreab Desta, Kuldeep Dhama, Shirin Djalalinia, Thanh Chi, Masoud Dodangeh, Milad Dodangeh, Regina-Mae Villanueva Dominguez, Deepa Dongarwar, Haneil Larson Dsouza, Oyewole Christopher Durojaiye, Arkadiusz Dziedzic, Martin Herbas Ekat, Michael Ekholuenetale, Temitope Cyrus Ekundayo, Maysaa El Sayed Zaki, Hassan El‐Abid, Muhammed Elhadi, Victor Gabriel El-Hajj, Waseem El‐Huneidi, Amro A. El‐Sakka, Hawi Leul Esayas, Adeniyi Francis Fagbamigbe, Shahab Falahi, Jawad Fares, Ali Fatehizadeh, Syeda Anum Fatima Fatima, Nicholas Feasey, Ginenus Fekadu, Getahun Fetensa, Desalegn Feyissa, Florian Fischer, Behzad Foroutan, Péter Gaál, Muktar A Gadanya, Abduzhappar Gaipov, Balasankar Ganesan, Mesfin Gebrehiwot, Kahsu Gebrekirstos Gebrekidan, Teferi Gebru Gebremeskel, Getachew Muluye Gedef, Yibeltal Yismaw Gela, Urge Gerema, Bradford D. Gessner, Motuma Erena Getachew, Keyghobad Ghadiri, Kazem Ghaffari, Seyyed‐Hadi Ghamari, Reza Ghanbari, Ramy Mohamed Ghazy, Ghozali Ghozali, Admasu Belay AB Gizaw, Е. В. Глушкова, Mohamad Goldust, Mahaveer Golechha, Habtamu Alganeh Guadie, Rashid Abdi Guled, Mohak Gupta, Sapna Gupta, Veer Bala Gupta, Vijai Kumar Gupta, Vivek Gupta, Najah R Hadi, Arvin Haj‐Mirzaian, Sebastian Haller, Samer Hamidi, Shafiul Haque, Harapan Harapan, Ahmed I Hasaballah, Ikramul Hasan, Hamidreza Hasani, Mohammad Hasanian, Hadi Hassankhani, Mohammed Bheser Hassen, Khezar Hayat, Mohammad Heidari, Mahsa Heidari‐Foroozan, Reza Heidari‐Soureshjani, Kamal Hezam, Ramesh Holla, Nobuyuki Horita, Md Mahbub Hossain, Mohammad‐Salar Hosseini, Mehdi Hosseinzadeh, Sorin Hostiuc, Salman Hussain, Nawfal R Hussein, Segun Emmanuel Ibitoye, Olayinka Stephen Ilesanmi, Irena Ilić, Milena Ilić, Mohammad Tarique Imam, Kenneth Iregbu, Nahlah Elkudssiah Ismail, Chidozie C D Iwu, C. Jaja, Mihajlo Jakovljević, Elham Jamshidi, Amirreza Javadi Mamaghani, Javad Javidnia, Mohammad Jokar, Nabi Jomehzadeh, Nitin Joseph, Charity Ehimwenma Joshua, Jacek Jerzy Jozwiak, Zubair Kabir, Laleh R. Kalankesh, Rohollah Kalhor, Vineet Kumar Kamal, Himal Kandel, Ibraheem M. Karaye, André Karch, Hanie Karimi, Harkiran Kaur, Navjot Kaur, Mohammad Keykhaei, Himanshu Khajuria, Amirmohammad Khalaji, Ajmal Khan, Imteyaz Ahmad Khan, Maseer Khan, Taimoor Khan, Khaled Khatab, Moawiah Khatatbeh, Hamid Reza Khayat Kashani, Jagdish Khubchandani, Min Seo Kim, Adnan Kısa, Sezer Kısa, Farzad Kompani, Hamid Reza Koohestani, Nikhil Kothari, Kewal Krishan, Yuvaraj Krishnamoorthy, Mukhtar Kulimbet, Manoj Kumar, Senthil Kumaran, Ambily Kuttikkattu, Alexander Kwarteng, Tri Laksono, Iván Landires, Dennis Odai Laryea, Basira Kankia Lawal, Thao T. Le, Caterina Ledda, Sang-woong Lee, Seung Woong Lee, Gebretsadik Kiros Lema, Miriam Levi, Stephen S Lim, Xuefeng Liu, Graciliana Lopes, Ricardo Lutzky Saute, Pedro Henrique Machado Teixeira, Ata Mahmoodpoor, Mansour Adam Mahmoud, Elaheh Malakan Rad, Kashish Malhotra, Ahmad Azam Malik, Bernardo Alfonso Martínez-Guerra, Miquel Martorell, Vasundhara Mathur, Mahsa Mayeli, John Robert C. Medina, Addisu Melese, Ziad A. Memish, Alexios‐Fotios A. Mentis, Muayad Aghali Merza, Tomislav Meštrović, Irmina Maria Michałek, Le Huu Nhat Minh, Alireza Mirahmadi, Omid Mirmosayyeb, Arup Kumar Misra, Javad Moghadasi, Nouh Saad Mohamed, Yousef Mohammad, Esmaeil Mohammadi, Shafiu Mohammed, Maryam Sani, Hoda Mojiri-Forushani, Ali H. Mokdad, Sara Momtazmanesh, Lorenzo Monasta, Mohammad Ali Moni, Elías Mossialos, Ebrahim Mostafavi, Majid Motaghinejad, Amin Mousavi Khaneghah, Sumaira Mubarik, Lorenzo Muccioli, Jibran Sualeh Muhammad, Francesk Mulita, Temesgen Mulugeta, Efrén Murillo‐Zamora, Ghulam Mustafa, Muthupandian Saravanan, Ahamarshan Jayaraman Nagarajan, Firzan Nainu, Tapas Sadasivan Nair, Shumaila Nargus, Hasan Nassereldine, Zuhair S. Natto, Biswa Prakash Nayak, Ionuţ Negoi, Ruxandra Irina Negoi, Seyed Aria Nejadghaderi, Phat Tuan Nguyen, Văn Thành Nguyễn, Robina Khan Niazi, Nafise Noroozi, Hasti Nouraei, Virginia Núñez-Samudio, Vincent Ebuka Nwatah, Chimezie Igwegbe Nzoputam, Ogochukwu Janet Nzoputam, Bogdan Oancea, Ismail Ayoade Odetokun, Ropo Ebenezer Ogunsakin, Osaretin Christabel Okonji, Andrew T Olagunju, Latera Tesfaye Olana, Isaac Iyinoluwa Olufadewa, Yinka Doris Oluwafemi, Kemal Sherefa Oumer, Amel Ouyahia, P A Mahesh, Keyvan Pakshir, Padmavali Nanaji Palange, Shahina Pardhan, Romil R Parikh, Jay Patel, Urvish Patel, SV Patil, Uttam Paudel, Shrikant Pawar, Umberto Pensato, João Perdigão, Marcos Pereira, Mário Fernando Prieto Peres, Ionela-Roxana Petcu, Marina Pinheiro, Zahra Zahid Piracha, Nayanum Pokhrel, Maarten J. Postma, Elton Junio Sady Prates, Ibrahim Qattea, Pankaja Raghav Raghav, Leila Rahbarnia, Vafa Rahimi‐Movaghar, Mosiur Rahman, Muhammad Aziz Rahman, Vahid Rahmanian, Niloufar Rahnavard, Hazem Ramadan, Premkumar Ramasubramani, Usha Rani, Indu Ramachandra Rao, Deepthi Rapaka, Zubair Ahmed Ratan, Salman Rawaf, Elrashdy M. Redwan, Robert C. Reiner, Nazila Rezaei, Abanoub Riad, Tércia Moreira Ribeiro da Silva, Tamalee Roberts, Gisela Robles Aguilar, Jefferson Antonio Buendía, Víctor Rosenthal, Basema Saddik, Saeid Sadeghian, Umar Saeed, Azam Safary, Fatemeh Saheb Sharif‐Askari, Narjes Saheb Sharif‐Askari, Amirhossein Sahebkar, Monalisha Sahu, Seyed Aidin Sajedi, Morteza Saki, Saina Salahi, Sarvenaz Salahi, Mohamed A. Saleh, Malik Sallam, Sara Samadzadeh, Abdallah M Samy, Rama Krishna Sanjeev, Maheswar Satpathy, Allen Seylani, Abubakar Sha’aban, Mahan Shafie, Pritik A Shah, Shayan Shahrokhi, Kiana Shahzamani, Masood Ali Shaikh, Sunder Sham, Mohammed Shannawaz, Aziz Sheikh, Suchitra M Shenoy, Pavanchand H Shetty, Jae Il Shin, Fereshteh Shokri, Seyed Afshin Shorofi, Sunil Shrestha, Migbar Mekonnen Sibhat, Emmanuel Edwar Siddig, Luís R. Silva, Harpreet Singh, Ambrish Singh, Paramdeep Singh, Surjit Singh, Robert Sinto, Anna Aleksandrovna Skryabina, Bogdan Socea, Anton Sokhan, Ranjan Solanki, Yonatan Solomon, Prashant Sood, Sergey Soshnikov, Andy Stergachis, Mu’awiyyah Babale Sufiyan, Rizwan Suliankatchi Abdulkader, Abida Sultana, Sree Sudha T Y, Ensiyeh Taheri, Elahe Taki, Jacques Lukenze Tamuzi, Ker‐Kan Tan, Nathan Y Tat, Mohamad‐Hani Temsah, Dufera Rikitu Terefa, Pugazhenthan Thangaraju, Nigusie Selomon Tibebu, Jansje Henny Vera Ticoalu, Tala Tillawi, Marius B. Tincho, Imad M. Tleyjeh, Razie Toghroli, Marcos Roberto Tovani‐Palone, Derara Girma Tufa, Paul Turner, Irfan Ullah, Chukwuma David Umeokonkwo, Bhaskaran Unnikrishnan, Seyed Mohammad Vahabi, Asokan Govindaraj Vaithinathan, Rohollah Valizadeh, Shoban Babu Varthya, Theo Vos, Yasir Waheed, Cong Wang, Kosala Weerakoon, Nuwan Darshana Wickramasinghe, Andrea Sylvia Winkler, Melat Woldemariam, Nahom Alemseged Worku, Claire Wright, Dereje Y Yada, Sajad Yaghoubi, Gahin Abdulraheem Tayib Yahya Yahya, Chalachew Yenew, Metin Yeşiltepe, Siyan Yi, Vahit Yiğit, Yuyi You, Hadiza Yusuf, Fathiah Zakham, Muhammad Zaman, Sojib Bin Zaman, Iman Zare, Zahra Zareshahrabadi, Armin Zarrintan, Михаил Сергеевич Застрожин, Haijun Zhang, Jingya Zhang, Zhi-Jiang Zhang, Peng Zheng, Mohammad Zoladl, Alimuddin Zumla, Simon I Hay, Christopher J L Murray, Mohsen Naghavi, Hmwe Hmwe Kyu

Bibliographic record

VenueThe Lancet Neurology · 2023
Typereview
Languageen
FieldImmunology and Microbiology
TopicBacterial Infections and Vaccines
Canadian institutionsnot available
FundersHealth Data Research UKEuropean Social FundDivision of Human Resource DevelopmentFaculty of Medicine and Health, University of SydneySistema Nacional de InvestigadoresRussian Academy of SciencesFundação para a Ciência e a TecnologiaNational Health and Medical Research CouncilMaryland Population Research Center, University of MarylandSamsungDirectorate for Biological SciencesNational Institutes of HealthUniwersytet OpolskiHumanitas Research HospitalPirogov Russian National Research Medical UniversityUniversitas Sam RatulangiNIH Clinical CenterMoscow Institute of Physics and TechnologyJahrom University of Medical SciencesImam Abdulrahman Bin Faisal UniversityLingnan UniversityKurdistan University Of Medical SciencesAl-Farabi Kazakh National UniversityUniversity of NizwaLorestan University of Medical SciencesAlborz University of Medical SciencesKwame Nkrumah University of Science and TechnologyGonabad University of Medical SciencesUniversity of ZanjanKhulna UniversityDire Dawa UniversityZanjan University of Medical SciencesTarbiat Modares UniversityAlfaisal UniversityUniversity of GondarMadda Walabu UniversityShahid Bahonar University of KermanFakultet Medicinskih Nauka, Univerziteta U KragujevcuUniversitatea de Medicină şi Farmacie "Carol Davila" BucureştiUniversidade Federal de Minas GeraisUrmia UniversityUniversity of Cape TownSecretaría Nacional de Ciencia, Tecnología e InnovaciónYarmouk UniversityUniversidade de LisboaShahrekord University of Medical SciencesUniversitetet i OsloMasarykova UniverzitaUniversitair Medisch Centrum GroningenLeids Universitair Medisch CentrumNankai UniversityShahrekord UniversityIndian Council of Medical ResearchWestfälische Wilhelms-Universität MünsterKing Fahad Medical CityHaramaya UniversityInyuvesi Yakwazulu-NataliFederation University AustraliaAbdul Wali Khan University MardanUniversiti Kebangsaan MalaysiaGolestan University of Medical SciencesCardiff UniversityUniversità di CataniaUniversità degli Studi di FirenzeSultan Qaboos UniversityRajiv Gandhi University of Health SciencesNational Cheng Kung UniversityKing Abdulaziz UniversityUrmia University of Medical SciencesUniversitas PadjadjaranUniversity of the Western CapeTulane UniversitySungkyunkwan UniversityGachon UniversityUniversity of ExeterKyung Hee UniversityUniversidad de ConcepciónYonsei UniversityMinistarstvo Prosvete, Nauke i Tehnološkog RazvojaKing Saud UniversityCentro Interdisciplinar de Investigação Marinha e AmbientalAin Shams UniversityWollega UniversityUniversiteit StellenboschPublic Health EnglandMinisterstvo Školství, Mládeže a TělovýchovyTabriz University of Medical SciencesUniversitas IndonesiaUniversity of Technology SydneyUniversity of PretoriaUniversity of New South WalesRijksuniversiteit GroningenCleveland ClinicUniversity College CorkAmity UniversityDebre Tabor UniversityShahid Beheshti University of Medical SciencesPrince Sattam bin Abdulaziz UniversityCancer Institute NSWUniversity of LeedsMcMaster UniversityUniversity of OxfordIsfahan University of Medical SciencesSyddansk UniversitetManipal Academy of Higher EducationMeningitis Research FoundationHormozgan University of Medical SciencesKasturba Medical College, ManipalNorthwell HealthCase Western Reserve UniversityUniversity of SydneyUniversity of WollongongAsian Institute of Medicine, Science and TechnologyNemzeti Kutatási Fejlesztési és Innovációs HivatalUniversity of Engineering and Technology, LahoreMonash UniversitySouth Eastern Sydney Local Health DistrictIran University of Medical SciencesRajarata University of Sri LankaShaqra UniversityLebanese American UniversitySüleyman Demirel ÜniversitesiAnglia Ruskin UniversityTaibah UniversityInternational Medical UniversityWellcome TrustMinistero della SaluteArizona State UniversityNational Institute for Health and Care ResearchUniversity of PatrasUniversity of KarachiCharles Sturt UniversityUniversidade do PortoAustralian GovernmentStudent Research Committee, Tabriz University of Medical SciencesBahir Dar UniversitySheffield Hallam UniversityMazandaran University of Medical SciencesNational Heart, Lung, and Blood InstituteCentre Hospitalier Universitaire VaudoisUniversiteit LeidenUniversiti Tun Hussein Onn MalaysiaJames Cook UniversityRajshahi UniversitySaveetha Institute of Medical and Technical SciencesUniversity of TabrizEuropean CommissionHelsingin YliopistoDilla UniversityUniversität BaselUniversidade da Beira InteriorUniversity of Central PunjabAhvaz Jundishapur University of Medical SciencesMassachusetts General HospitalHawassa UniversityKuwait UniversityUniversidade de São PauloAcademy of Scientific Research and TechnologyBaqiyatallah University of Medical SciencesUniversity of MinnesotaTechnische Universität MünchenIndiana University HealthCleveland Clinic FoundationUniversidad de AntioquiaNew Mexico State UniversityUniversity of South CarolinaIslamic Azad UniversityU.S. Department of Veterans AffairsRice UniversityVanderbilt UniversityNational University of SingaporeUniversitatea din BucureștiLa Trobe UniversityCurtin University of TechnologyBill and Melinda Gates Foundation
KeywordsBurden of diseaseMedicineDiseaseMeningitisDisease burdenIntensive care medicineGlobal healthEnvironmental healthPediatricsPublic healthInternal medicinePathology

Abstract

fetched live from OpenAlex

BACKGROUND: Although meningitis is largely preventable, it still causes hundreds of thousands of deaths globally each year. WHO set ambitious goals to reduce meningitis cases by 2030, and assessing trends in the global meningitis burden can help track progress and identify gaps in achieving these goals. Using data from the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2019, we aimed to assess incident cases and deaths due to acute infectious meningitis by aetiology and age from 1990 to 2019, for 204 countries and territories. METHODS: We modelled meningitis mortality using vital registration, verbal autopsy, sample-based vital registration, and mortality surveillance data. Meningitis morbidity was modelled with a Bayesian compartmental model, using data from the published literature identified by a systematic review, as well as surveillance data, inpatient hospital admissions, health insurance claims, and cause-specific meningitis mortality estimates. For aetiology estimation, data from multiple causes of death, vital registration, hospital discharge, microbial laboratory, and literature studies were analysed by use of a network analysis model to estimate the proportion of meningitis deaths and cases attributable to the following aetiologies: Neisseria meningitidis, Streptococcus pneumoniae, Haemophilus influenzae, group B Streptococcus, Escherichia coli, Klebsiella pneumoniae, Listeria monocytogenes, Staphylococcus aureus, viruses, and a residual other pathogen category. FINDINGS: In 2019, there were an estimated 236 000 deaths (95% uncertainty interval [UI] 204 000-277 000) and 2·51 million (2·11-2·99) incident cases due to meningitis globally. The burden was greatest in children younger than 5 years, with 112 000 deaths (87 400-145 000) and 1·28 million incident cases (0·947-1·71) in 2019. Age-standardised mortality rates decreased from 7·5 (6·6-8·4) per 100 000 population in 1990 to 3·3 (2·8-3·9) per 100 000 population in 2019. The highest proportion of total all-age meningitis deaths in 2019 was attributable to S pneumoniae (18·1% [17·1-19·2]), followed by N meningitidis (13·6% [12·7-14·4]) and K pneumoniae (12·2% [10·2-14·3]). Between 1990 and 2019, H influenzae showed the largest reduction in the number of deaths among children younger than 5 years (76·5% [69·5-81·8]), followed by N meningitidis (72·3% [64·4-78·5]) and viruses (58·2% [47·1-67·3]). INTERPRETATION: Substantial progress has been made in reducing meningitis mortality over the past three decades. However, more meningitis-related deaths might be prevented by quickly scaling up immunisation and expanding access to health services. Further reduction in the global meningitis burden should be possible through low-cost multivalent vaccines, increased access to accurate and rapid diagnostic assays, enhanced surveillance, and early treatment. FUNDING: Bill & Melinda Gates Foundation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.025
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.060
Threshold uncertainty score0.120

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.025
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.018
Bibliometrics0.0120.015
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.088
GPT teacher head0.353
Teacher spread0.265 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations193
Published2023
Admission routes1
Has abstractyes

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Same venueThe Lancet NeurologySame topicBacterial Infections and VaccinesFrench-language works237,207