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Additional file 4 of Mapping age- and sex-specific HIV prevalence in adults in sub-Saharan Africa, 2000–2018
Emily Haeuser, Audrey L. Serfes, Michael A. Cork, Mingyou Yang, Hedayat Abbastabar, E S Abhilash, Maryam Adabi, Oladimeji Adebayo, Victor Adekanmbi, Daniel A Adeyinka, Saira Afzal, Bright Opoku Ahinkorah, Keivan Ahmadi, Muktar Beshir Ahmed, Yonas Akalu, Rufus Akinyemi, Chisom Joyqueenet Akunna, Fares Alahdab, Fahad Alanezi, Turki M Alanzi, Kefyalew Addis Alene, Robert Kaba Alhassan, Vahid Alipour, Amir Almasi‐Hashiani, Nelson Alvis‐Guzmán, Edward Kwabena Ameyaw, Dickson A Amugsi, Robert Ancuceanu, Davood Anvari, Seth Christopher Yaw Appiah, Jalal Arabloo, Olatunde Aremu, Mulusew Andualem Asemahagn, Mohammad Asghari Jafarabadi, Atalel Fentahun Awedew, Beatriz Paulina Ayala Quintanilla, Martin Amogre Ayanore, Yared Asmare Aynalem, Samad Azari, Zelalem Nigussie Azene, Tesleem Kayode Babalola, Atif Amin Baig, Maciej Banach, Till Bärnighausen, Arielle Wilder Bell, Akshaya Srikanth Bhagavathula, Nikha Bhardwaj, Pankaj Bhardwaj, Krittika Bhattacharyya, Ali Bijani, Zebenay Workneh Bitew, Somayeh Bohlouli, Obasanjo Afolabi Bolarinwa, Archith Boloor, Ivana Božičević, Zahid A Butt, Rosario Cárdenas, Félix Carvalho, Jaykaran Charan, Vijay Kumar Chattu, Mohiuddin Ahsanul Kabir Chowdhury, Dinh‐Toi Chu, Richard G. Cowden, Saad M A Dahlawi, Giovanni Damiani, Eugene Kofuor Maafo Darteh, Aso Mohammad Darwesh, José das Neves, Nicole Davis Weaver, Diego De Leo, Jan‐Walter De Neve, Kebede Deribe, Keshab Deuba, Samath Dhamminda Dharmaratne, Mostafa Dianatinasab, Daniel Díaz, Alireza Didarloo, Shirin Djalalinia, Fariba Dorostkar, Eleonora Dubljanin, Bereket Duko, Maha El Tantawi, Shaimaa I El-Jaafary, Babak Eshrati, Sharareh Eskandarieh, Oghenowede Eyawo, Ifeanyi Jude Ezeonwumelu, Sayeh Ezzikouri, Farshad Farzadfar, Nazir Fattahi, Nelsensius Klau Fauk, Eduarda Fernandes, Irina Filip, Florian Fischer, Nataliya A Foigt, Masoud Foroutan, Takeshi Fukumoto, Mohamed M. Gad, Abhay Gaidhane, Birhan Gebresillassie Gebregiorgis, Ketema Bizuwork Gebremedhin, Lemma Getacher, Keyghobad Ghadiri, Ahmad Ghashghaee, Mahaveer Golechha, Mohammed Ibrahim Mohialdeen Gubari, H. C. Gugnani, Rafael Alves Guimarães, Mohammad Rifat Haider, Arvin Haj‐Mirzaian, Samer Hamidi, Abdiwahab Hashi, Soheil Hassanipour, Hadi Hassankhani, Khezar Hayat, Claudiu Herţeliu, Hung Chak Ho, Ramesh Holla, Mostafa Hosseini, Mehdi Hosseinzadeh, Bing‐Fang Hwang, Segun Emmanuel Ibitoye, Olayinka Stephen Ilesanmi, Irena Ilić, Milena Ilić, Rakibul M. Islam, Chidozie C D Iwu, Mihajlo Jakovljević, Ravi Prakash Jha, John S. Ji, Kimberly B. Johnson, Nitin Joseph, Vasna Joshua, Farahnaz Joukar, Jacek Jerzy Jozwiak, Leila R Kalankesh, Rohollah Kalhor, Naser Kamyari, Tanuj Kanchan, Behzad Karami Matin, Salah Eddin Karimi, Gbenga A Kayode, Ali Kazemi Karyani, Maryam Keramati, Ejaz Ahmad Khan, Gulfaraz Khan, Md Nuruzzaman Khan, Khaled Khatab, Jagdish Khubchandani, Yun Jin Kim, Adnan Kısa, Sezer Kısa, Jacek A Kopec, Soewarta Kosen, Sindhura Lakshmi Koulmane Laxminarayana, Ai Koyanagi, Kewal Krishan, Barthélémy Kuate Defo, Nuworza Kugbey, Vaman Kulkarni, Manasi Kumar, Nithin Kumar, Dian Kusuma, Carlo La Vecchia, Iván Landires, Heidi J. Larson, Savita Lasrado, Paul H. Lee, Shanshan Li, Xuefeng Liu, Afshin Maleki, Preeti Malik, Mohammad Alì Mansournia, Francisco Rogerlândio Martins‐Melo, Walter Mendoza, Ritesh G. Menezes, Endalkachew Worku Mengesha, Tuomo J Meretoja, Tomislav Meštrović, Andreea Mirică, Babak Moazen, Osama Mohamad, Yousef Mohammad, Abdollah Mohammadian-Hafshejani, Reza Mohammadpourhodki, Salahuddin Mohammed, Shafiu Mohammed, Ali H. Mokdad, Masoud Moradi, Paula Moraga, Sumaira Mubarik, Getaneh Baye Mulu, Lillian Mwanri, Ahamarshan Jayaraman Nagarajan, Mukhammad David Naimzada, Muhammad Naveed, Javad Nazari, Rawlance Ndejjo, Ionuţ Negoi, Frida Ngalesoni, Georges Nguefack‐Tsague, Josephine W Ngunjiri, Cuong Tat Nguyen, Huong Lan Thi Nguyen, Chukwudi A Nnaji, Jean Jacques Noubiap, Virginia Núñez-Samudio, Vincent Ebuka Nwatah, Bogdan Oancea, Oluwakemi Ololade Odukoya, Andrew T Olagunju, Babayemi O. Olakunde, Bolajoko O. Olusanya, Jacob Olusegun Olusanya, Ahmed Omar Bali, Obinna Onwujekwe, Orish Ebere Orisakwe, Nikita Otstavnov, Stanislav S Otstavnov, Mayowa Owolabi, P A Mahesh, Jagadish Rao Padubidri, Adrian Pană, Ashok Pandey, Seithikurippu R. Pandi‐Perumal, Fatemeh Pashazadeh Kan, George Patton, Shrikant Pawar, Emmanuel Peprah, Maarten J. Postma, Liliana Preoțescu, Navid Rabiee, Amir Radfar, Alireza Rafiei, Fakher Rahim, Vafa Rahimi‐Movaghar, Amir Masoud Rahmani, Kiana Ramezanzadeh, Juwel Rana, Chhabi Lal Ranabhat, Sowmya J Rao, David Laith Rawaf, Salman Rawaf, Reza Rawassizadeh, Lemma Demissie Regassa, Nima Rezaei, Aziz Rezapour, Mavra A Riaz, Ana Isabel Ribeiro, Jennifer M. Ross, Enrico Rubagotti, Susan F. Rumisha, Godfrey Mutashambara Rwegerera, Sahar Saeedi Moghaddam, Rajesh Sagar, Biniyam Sahiledengle, Maitreyi Sahu, Marwa Rashad Salem, Hossein Samadi Kafil, Abdallah M Samy, Benn Sartorius, Brijesh Sathian, Abdul‐Aziz Seidu, Amira Shaheen, Masood Ali Shaikh, Morteza Shamsizadeh, Wondimeneh Shibabaw Shiferaw, Jae Il Shin, Roman Shrestha, Jasvinder A. Singh, Valentin Yurievich Skryabin, Anna Aleksandrovna Skryabina, Shahin Soltani, Mu’awiyyah Babale Sufiyan, Takahiro Tabuchi, Eyayou Girma Tadesse, Nuno Taveira, Fisaha Haile Tesfay, Rekha Thapar, Marcos Roberto Tovani‐Palone, Gebiyaw Wudie Tsegaye, Chukwuma David Umeokonkwo, Bhaskaran Unnikrishnan, Jorge Hugo Villafañe, Francesco Saverio Violante, Bay Vo, Giang Thu Vu, Yohannes Dibaba Wado, Yasir Waheed, Richard G. Wamai, Yanzhong Wang, Paul Ward, Nuwan Darshana Wickramasinghe, Katherine Wilson, Sanni Yaya, Paul Yip, Naohiro Yonemoto, Chuanhua Yu, Михаил Сергеевич Застрожин, Yunquan Zhang, Zhi‐Jiang Zhang, Simon I Hay, Laura Dwyer‐Lindgren
Bibliographic record
VenueOpen MIND · 2023
Typedataset
Languageen
FieldEconomics, Econometrics and Finance
TopicHIV/AIDS Impact and Responses
Canadian institutionsUniversity of OttawaMcGill UniversityMcMaster UniversityResearch CanadaUniversity of British ColumbiaYork UniversityUniversity of TorontoUniversity of WaterlooUniversité de MontréalUniversity of Saskatchewan
Fundersnot available
KeywordsHuman immunodeficiency virus (HIV)DemographyMen who have sex with menGeographyMedicineVirologySociology
Abstract
Additional file 4: Supplemental results.1. README. 2. Prevalence range across districts. 3. Prevalence range between sexes. 4. Prevalence range between ages. 5. Age-specific district ranges.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.432
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.441 | 0.010 |
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 head0.056
GPT teacher head0.251
Teacher spread0.195 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
Study designNot applicable
Domainnot available
GenreDataset
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".
Quick stats
Citations0
Published2023
Admission routes1
Has abstractyes