MétaCan
Menu
Back to cohort
Record W4388524098 · doi:10.1038/s41591-023-02610-2

Global variation in diabetes diagnosis and prevalence based on fasting glucose and hemoglobin A1c

2023· article· en· W4388524098 on OpenAlexaff
Bin Zhou, Kate E. Sheffer, James E. Bennett, Edward W. Gregg, Goodarz Danaei, Rosie Singleton, Jonathan E Shaw, Anu Mishra, Victor P. F. Lhoste, Rodrigo M. Carrillo‐Larco, André Pascal Kengne, Nowell H Phelps, Rachel A Heap, A. Rayner, Gretchen A Stevens, C. J. Paciorek, Leanne M Riley, Melanie Cowan, Stefan Savin, Stephen Vander Hoorn, Yuan Lu, Meda E. Pavkov, Giuseppina Imperatore, Carlos A. Aguilar‐Salinas, Noor Ani Ahmad, Ranjit Mohan Anjana, Kairat Davletov, Farshad Farzadfar, Clicerio González‐Villalpando, Young‐Ho Khang, Hyeon Chang Kim, Tiina Laatikainen, Avula Laxmaiah, Jean Claude Mbanya, K.M. Venkat Narayan, Ambady Ramachandran, Alisha N. Wade, Tomasz Zdrojewski, Mohsen Abbasi‐Kangevari, Hanan F Abdul Rahim, Niveen Abu-Rmeileh, Shalkar Adambekov, Robert J. Adams, Wichai Aekplakorn, Imelda Angeles‐Agdeppa, Javad Aghazadeh-Attari, Charles Agyemang, Ali Ahmadi, Naser Ahmadi, Nastaran Ahmadi, Soheir H. Ahmed, Kamel Ajlouni, Halima Al-Hinai, Badreya Al‐Lahou, Jawad Al‐Lawati, Deena Alasfoor, Nawal M. Al Qaoud, Monira Alarouj, Fadia AlBuhairan, Shahla AlDhukair, M. Aldwairji, Mohamed M. Ali, Farbod Alinezhad, Abdullah Alkandari, Husam Alomirah, Eman Aly, Deepak Amarapurkar, Lars Bo Andersen, Sigmund A. Anderssen, Susana Andrade, Alireza Ansari‐Moghaddam, Hajer Aounallah-Skhiri, Tahir Aris, Nimmathota Arlappa, Félix Assah, Batyrbek Assembekov, Juha Auvinen, Mária Avdičová, Kishwar Azad, Mohsen Azimi–Nezhad, Fereidoun Azizi, Flora Bacopoulou, Nagalla Balakrishna, Mohamed Bamoshmoosh, Maciej Banach, Piotr Bandosz, José R. Banegas, Carlo M. Barbagallo, Alberto Barceló, Maja Baretić, Lena Barrera, Abdul Basit, Anwar Batieha, Aline P. Batista, Louise A. Baur, Belavendra Antonisamy, Habiba Ben Romdhane, Mikhail Benet Rodríguez, Salim Berkinbayev, Antonio Bernabé‐Ortiz, Ximena Berrios Carrasola, Heloísa Bettiol, Augustin F Beybey, Santosh K. Bhargava, Elysée Claude Bika Lele, Mukharram M Bikbov, Bihungum Bista, Peter Bjerregaard, Espen Bjertness, Marius B Bjertness, Cecilia Björkelund, Kátia Vergetti Bloch, Anneke Blokstra, Simona Bo, Martin Bobák, José Boggia, Marialaura Bonaccio, Alice Bonilla-Vargas, Herman Borghs, Pascal Bovet, Imperia Brajkovich, Hermann Brenner, Lizzy M. Brewster, Garry Brian, Yajaira Briceño, Miguel Brito, Anna Bugge, Frank Buntinx, Antonio Cabrera de León, Roberta B. Caixeta, Günay Can, Ana Paula Carlos Cândido, Mario V. Capanzana, Naděžda Čapková, Eduardo Capuano, Rocco Capuano, Vincenzo Capuano, Viviane C Cardoso, Axel C. Carlsson, Felipe F. Casanueva, Laura Censi, Marvin Cervantes–Loaiza, Parinya Chamnan, Chamukuttan Snehalatha, Queenie Chan, Fadi J. Charchar, Nish Chaturvedi, Huashuai Chen, Bahman Cheraghian, María‐Dolores Chirlaque, Jerzy Chudek, Renata Cífková, Massimo Círillo, Frank Claessens, Emmanuel Cohen, Hans Concin, Cyrus Cooper, Simona Costanzo, Chris Cowell, Ana B. Crujeiras, Juan J. de la Cruz, Felipe Vogt Cureau, Sarah Cuschieri, Graziella D’Arrigo, Eleonora d’Orsi, Jean Dallongeville, Albertino Damasceno, Saeed Dastgiri, Amalia De Curtis, Giovanni de Gaetano, Stefaan De Henauw, Mohan Deepa, Vincent DeGennaro, Stefaan Demarest, Elaine Dennison, Valérie Deschamps, Meghnath Dhimal, Živka Dika, Shirin Djalalinia, Chiara Donfrancesco, Guang‐Hui Dong, Maria Dorobanţu, Marcus Dörr, Nico Dragano, Wojciech Drygas, Yong Du, Charmaine Duante, Priscilla Duboz, Anar Dushpanova, Elżbieta Dziankowska–Zaborszczyk, Narges Ebrahimi, Ricky Eddie, Ebrahim Eftekhar, Vasiliki Efthymiou, Eruke E Egbagbe, Sareh Eghtesad, Mohammad El-Khateeb, Jalila El Ati, Denise Eldemire‐Shearer, Roberto Elosúa, Ofem Enang, Rajiv T Erasmus, Raimund Erbel, Cihangir Erem, Gül Ergör, Louise Eriksen, Johan G. Eriksson, Ali Esmaeili, Roger G. Evans, Ildar Fakhradiyev, Caroline Fall, Elnaz Faramarzi, Mojtaba Farjam, Yosef Farzi, Mohammad Reza Fattahi, Asher Fawwad, Francisco Javier Félix-Redondo, Trevor S. Ferguson, Daniel Fernández‐Bergés, Marika Ferrari, Catterina Ferreccio, Haroldo S. Ferreira, Eldridge Ferrer, Edith J. M. Feskens, David Flood, Maria Forsner, Sandrine Fosse‐Edorh, Edward Fottrell, Heba Fouad, Damian Francis, Guillermo Frontera, T. Furusawa, Zbigniew Gaciong, Sarah P. Garnett, Magda Gasull, Andréa Gazzinelli, Ulrike Gehring, Ebrahim Ghaderi, Seyyed‐Hadi Ghamari, Ali Ghanbari, Erfan Ghasemi, Oana-Florentina Gheorghe-Fronea, Anup Ghimire, Alessandro Gialluisi, Simona Giampaoli, Francesco Gianfagna, Tiffany K Gill, Glen Gironella, Aleksander Giwercman, David Goltzman, Aleksandra Gomuła, Helen Gonçalves, Mauer Gonçalves, David Alejandro González‐Chica, Marcela González‐Gross, Juan P. González‐Rivas, María-Elena González-Villalpando, Ángel González, Frédèric Gottrand, D Grafnetter, Tomasz Grodzicki, Anders Grøntved, Ramiro Guerrero, Unjali P. Gujral, Rajeev Gupta, Laura Gutierrez, Xinyi Gwee, Rosa Haghshenas, Hamid Hakimi, Ian Hambleton, Behrooz Hamzeh, Willem A. Hanekom, Dominique Hange, Sari Hantunen, Jie Hao, Rachakulla Hari Kumar, Javad Harooni, Seyed Mohammad Hashemi‐Shahri, Jun Hata, Christin Heidemann, Rafael dos Santos Henrique, Sauli Herrala, Karl‐Heinz Herzig, Ramin Heshmat, Sai Yin Ho, Michelle Holdsworth, Reza Homayounfar, Wilma M. Hopman, Andréa R. V. R. Horimoto, Claudia M Hormiga, Bernardo Lessa Horta, Leïla Houti, Christina Howitt, Thein Thein Htay, Aung Soe Htet, Maung Maung Than Htike, José María Huerta, Ilpo Huhtaniemi, Martijn Huisman, Abdullatif Husseini, Inge Huybrechts, Licia Iacoviello, Ellina M. Iakupova, Anna G. Iannone, Norazizah Ibrahim Wong, CK Ijoma, Vilma Irazola, Takafumi Ishida, Godsent Isiguzo, Sheikh Mohammed Shariful Islam, Duygu İşlek, Till Ittermann, Masanori Iwasaki, Tuija Jääskeläinen, Jeremy M. Jacobs, Hashem Jaddou, Michel Jadoul, Bakary Jallow, Kenneth James, Kazi M. Jamil, Edward Janus, Marjo‐Riitta Järvelin, Grażyna Jasieńska, Ana Jelaković, Bojan Jelaković, Garry Jennings, Anjani Kumar Jha, Ramon O Jimenez, Karl‐Heinz Jöckel, Jari Jokelainen, Jost B Jonas, Pradeep Joshi, Josipa Josipović, Farahnaz Joukar, Jacek Jerzy Jozwiak, Anthony Kafatos, Eero O. Kajantie, Zhanna Kalmatayeva, Khem Bahadur Karki, Marzieh Katibeh, Jussi Kauhanen, Gyulli M. Kazakbaeva, François Folefack Kaze, Calvin Ke, Sirkka Keinänen‐Kiukaanniemi, Roya Kelishadi, Maryam Keramati, Mathilde Kersting, Yousef Khader, Arsalan Khaledifar, Davood Khalili, Bahareh Kheiri, Motahareh Kheradmand, Alireza Khosravi, Ursula Kiechl-Kohlendorfer, Sophia J. Kiechl, Stefan Kiechl, Andrew Kingston, Heidi Klakk, Jana Klánová, Michael Knoflach, Patrick Kolsteren, Jürgen König, Raija Korpelainen, Paul Korrovits, Jelena Kos, Seppo Koskinen, Sudhir Kowlessur, Sławomir Kozieł, Susi Kriemler, Peter Lund Kristensen, Daan Kromhout, Růžena Kubínová, Urho M. Kujala, Mukhtar Kulimbet, Paweł Kurjata, Catherine Kyobutungi, Quang Dai La, Demetre Labadarios, Carl Lachat, Youcef Laid, Lachmie Lall, Tiina Lankila, Věra Lánská, Georg Lappas, Bagher Larijani, Tint Swe Latt, Martino Laurenzi, Nils Lehmann, Terho Lehtimäki, Daniel Lemogoum, GM Leung, Yanping Li, Maria Fernanda Lima‐Costa, Hsien-Ho Lin, Lars Lind, Lauren Lissner, Xiaotian Liu, Esther López‐García, Tania López, José Eugenio Lozano Alonso, Dalia Lukšienė, Annamari Lundqvist, Nuno Lunet, Michala Lustigová, George Luiz Lins Machado-Coelho, Aristides M. Machado‐Rodrigues, Enguerran Macia, Luisa M Macieira, Ahmed A Madar, Gladys E. Maestre, Stefania Maggi, Dianna J. Magliano, Emmanuella Magriplis, Gowri Mahasampath, Bernard Maire, Márcia Makdisse, Mohammad‐Reza Malekpour, Fatemeh Malekzadeh, Reza Malekzadeh, Kodavanti Mallikharjuna Rao, Sofia Malyutina, Ma. Lynell V. Maniego, Yannis Μanios, Masimango Imani Mannix, Fariborz Mansour-Ghanaei, Enzo Manzato, Paula Margozzini, Joany Mariño, Larissa Pruner Marques, Reynaldo Martorell, Luis P Mascarenhas, Masoud Masinaei, Ellisiv B. Mathiesen, Tandi E. Matsha, Anselmo J. Mc Donald Posso, Shelly McFarlane, Stephen T. McGarvey, Sounnia Médiène-Benchekor, Kirsten Mehlig, Amir Houshang Mehrparvar, Jesús D. Melgarejo, Fabián Méndez, Ana Maria Baptista Menezes, Alibek Mereke, Indrapal I Meshram, Diane T Meto, Cláudia S. Minderico, GK Mini, Juan Francisco Miquel, J. Jaime Miranda, Mohammad Reza Mirjalili, Pietro Amedeo Modesti, Sahar Saeedi Moghaddam, Mostafa K. Mohamed, Kazem Mohammad, Mohammad Reza Mohammadi, Zahra Mohammadi, Noushin Mohammadifard, Reza Mohammadpourhodki, Viswanathan Mohan, Muhammad Fadhli Mohd Yusoff, Iraj Mohebbi, Niels Christian Møller, Dénes Molnár, Amirabbas Momenan, Charles Mondo, Roger A Montenegro Mendoza, Eric Monterrubio‐Flores, Mahmood Moosazadeh, Farhad Moradpour, Alain Morejón, Luís A. Moreno, Karen Morgan, Suzanne N. Morin, Alireza Moslem, Mildrey Mosquera, Małgorzata Mossakowska, Aya Mostafa, Seyed‐Ali Mostafavi, Jorge Motta, Kelias P Msyamboza, Thet Thet Mu, Maria L. Muiesan, Jaakko Mursu, Kamarul Imran Musa, Norlaila Mustafa, Muel Telo M. C. Muyer, Iraj Nabipour, Gabriele Nagel, Balkish Mahadir Naidu, Farid Najafi, Jana Námešná, Vinay Nangia, Take Naseri, Nareemarn Neelapaichit, Azim Nejatizadeh, Ilona Nenko, Flavio Nervi, Tze Pin Ng, Chung T. Nguyen, Quang Ngoc Nguyen, Michael Y. Ni, Peng Nie, Ramfis Nieto‐Martínez, Toshiharu Ninomiya, Marianna Noale, Óscar Noboa, Davide Noto, Mohannad Al Nsour, İrfan Nuhoğlu, Terence W O’Neill, Augustine N. Odili, Kyungwon Oh, Ryutaro Ohtsuka, Mohd Azahadi Omar, Altan Onat, Sok King Ong, Obinna Onodugo, Pedro Ordúñez, Rui Ornelas, Pedro J. Ortiz, Clive Osmond, Afshin Ostovar, Johanna Otero, Charlotte Brandstrup Ottendahl, Akaninyene Otu, Ellis Owusu‐Dabo, Luigi Palmieri, Wen‐Harn Pan, Songhomitra Panda-Jonas, Francesco Panza, Mariela Paoli, Suyeon Park, Mahboubeh Parsaeian, Nikhil D Patel, Raimund Pechlaner, Ivan Pećin, João Mário Pedro, Sérgio Viana Peixoto, Markku Peltonen, Alexandre C. Pereira, Thaliane Mayara Pessôa dos Prazeres, Niloofar Peykari, Modou Cheyassin Phall, Son Thai Pham, Hiep Hoang Phan, Rafael Navarro Pichardo, Hynek Pikhart, Aida Pilav, Pavel Piler, Freda Pitakaka, Aleksandra Piwońska, Andréia Pizarro, Pedro Plans-Rubió, Silvia Plata, Miquel Porta, Anil Poudyal, Farhad Pourfarzi, Akram Pourshams, Hossein Poustchi, Rajendra Pradeepa, Rui Providência, Jardena J. Puder, Margus Punab, Mostafa Qorbani, Hedley Quintana, Tran Quoc Bao, Salar Rahimikazerooni, Olli Raitakari, Manuel Ramírez‐Zea, Jacqueline Ramke, Rafel Ramos, Lekhraj Rampal, Sanjay Rampal, Daniel A Rangel Reina, Mohammad‐Mahdi Rashidi, Josep Redón, Jane Dagmar Pollo Renner, Cézane Priscila Reuter, Luis Revilla, Negar Rezaei, Abbas Rezaianzadeh, Fernando Rigo, Reina G Roa, Louise Robinson, Fernando Rodríguez-Artalejo, Laura Andrea Rodríguez-Villamizar, Andrea Y Rodríguez, Ulla Roggenbuck, Peter Rohloff, Elisabetta L. Romeo, Annika Rosengren, Adolfo Rubinstein, Petra Rust, Marcin Rutkowski, Hamideh Sabbaghi, Harshpal Singh Sachdev, Alireza Sadjadi, Ali Reza Safarpour, Sare Safi, Saeid Safiri, Mohammad Hossien Saghi, Olfa Saidi, Nader Saki, Sanja Šalaj, Benoı̂t Salanave, Jukka T. Salonen, Massimo Salvetti, José Sánchez-Abanto, Diana A. Santos, Lèlita C Santos, Maria Paula Santos, Tamara Rodrigues dos Santos, Jouko Saramies, Luís B. Sardinha, Nizal Sarrafzadegan, Kai‐Uwe Saum, Mariana Sbaraini, Márcia Scazufca, Beatriz D. Schaan, Christa Scheidt‐Nave, Sabine Schipf, Carsten Oliver Schmidt, Ben Schöttker, Sara Schramm, Sylvain Sebert, Moslem Sedaghattalab, Aye Aye Sein, Sadaf G Sepanlou, Ronel Sewpaul, Teresa Shamah‐Levy, Seyed Morteza Shamshirgaran, Maryam Sharafkhah, Sanjib Kumar Sharma, Almaz Sharman, Amaneh Shayanrad, Ali Akbar Shayesteh, Hana Shimizu-Furusawa, Rahman Shiri, Namuna Shrestha, Khairil Si-Ramlee, Diego Augusto Santos Silva, Mary Simon, Judith Simons, Leon A. Simons, Michael Sjöstróm, Jolanta Słowikowska-Hilczer, Przemysław Ślusarczyk, Liam Smeeth, Eugène Sobngwi, Stefan Söderberg, Agustinus Soemantri, Reecha Sofat, Vincenzo Solfrizzi, Mohammad Hossein Somi, Aïcha Soumaré, Alfonso Sousa‐Poza, Karen Sparrenberger, Jan A. Staessen, Bill Stavreski, Jostein Steene-Johannessen, Peter Stehle, Aryeh D. Stein, Jochanan Stessman, Jakub Stokwiszewski, Karien Stronks, Milton Fabian Suárez‐Ortegón, Phalakorn Suebsamran, Johan Sundström, Paibul Suriyawongpaisal, René Charles Sylva, Moysés Szklo, Abdonas Tamošiūnas, Mohammed Rasoul Tarawneh, Carolina Tarqui-Mamani, Anne Taylor, Julie Taylor, Tania Tello, Holger Theobald, Xenophon Theodoridis, Nihal Thomas, Amanda G. Thrift, Erik J. Timmermans, Dwi Hapsari Tjandrarini, Hanna K. Tolonen, Janne Schurmann Tolstrup, Maciej Tomaszewski, Murat Topbaş, Laura Torres‐Collado, Pierre Traissac, Αreti Triantafyllou, John Tuitele, Azaliia M. Tuliakova, Marshall K. Tulloch‐Reid, Tomi-Pekka Tuomainen, Evangelia Tzala, Christophe Tzourio, Peter Ueda, Eunice Ugel, Flora A. Ukoli, Hanno Ulmer, Hannu Uusitalo, Gonzalo Valdívia, Bert‐Jan H. van den Born, Johan Van der Heyden, Hoàng Văn Minh, Lenie van Rossem, Natasja M. van Schoor, Irene G. M. van Valkengoed, Elisabeth M. van Zutphen, Dirk Vanderschueren, Diego Vanuzzo, Senthil K. Vasan, Tomás Vega, Gustavo Velásquez-Meléndez, Roosmarijn Verstraeten, Lucie Viet, Salvador Villalpando, Jesús Vioqué, Jyrki K. Virtanen, Bharathi Viswanathan, Ari Voutilainen, Wan Mohamad Wan Bebakar, Wan Nazaimoon Wan Mohamud, Chongjian Wang, Ningli Wang, Qian Wang, Ya Xing Wang, Yingwei Wang, S Goya Wannamethee, Karen Webster‐Kerr, Niels Wedderkopp, Wenbin Wei, Leo D. Westbury, Peter H. Whincup, Kurt Widhalm, Indah Suci Widyahening, Andrzej Więcek, Rainford Wilks, Johann Willeit, Peter Willeit, Tom Wilsgaard, Bogdan Wojtyniak, Andrew Wong, Emily Wong, Mark Woodward, Frederick C Wu, Haiquan Xu, Liang Xu, Nor Azwany Yaacob, Yan Li, Weili Yan, Moein Yoosefi, Akihiro Yoshihara, Novie O Younger-Coleman, Yu‐Ling Yu, Yunjiang Yu, Ahmad Faudzi Yusoff, Ahmad Ali Zainuddin, Farhad Zamani, Sabina Zambon, Antonis Zampelas, Ko Ko Zaw, Tajana Željković Vrkić, Yi Zeng, Zhenyu Zhang, Bekbolat Zholdin, Paul Zimmet, Emanuel Zitt, Nada Zoghlami, Julio Zúñiga Cisneros, Majid Ezzati

Bibliographic record

VenueNature Medicine · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsUniversity of TorontoKingston Health Sciences CentreMcGill University
FundersNational Institute of Diabetes and Digestive and Kidney DiseasesYonsei University College of MedicineCenters for Disease Control and PreventionBaker Heart and Diabetes InstituteIndian Council of Medical ResearchMedical Research CouncilVersus ArthritisMadras Diabetes Research FoundationYonsei UniversityResearch EnglandCollege of Medicine, Seoul National UniversityIndia Diabetes Research FoundationImperial College LondonEmory UniversityRoyal College of Surgeons in IrelandBritish Heart FoundationNational Institute for Health and Care ResearchSouth African Medical Research CouncilYale UniversitySeoul National UniversityWorld Health OrganizationUK Research and InnovationTehran University of Medical Sciences and Health ServicesBill and Melinda Gates Foundation
KeywordsHemoglobinDiabetes mellitusMedicineFasting glucoseInternal medicineVariation (astronomy)EndocrinologyPhysiologyInsulin resistance

Abstract

fetched live from OpenAlex

Fasting plasma glucose (FPG) and hemoglobin A1c (HbA1c) are both used to diagnose diabetes, but these measurements can identify different people as having diabetes. We used data from 117 population-based studies and quantified, in different world regions, the prevalence of diagnosed diabetes, and whether those who were previously undiagnosed and detected as having diabetes in survey screening, had elevated FPG, HbA1c or both. We developed prediction equations for estimating the probability that a person without previously diagnosed diabetes, and at a specific level of FPG, had elevated HbA1c, and vice versa. The age-standardized proportion of diabetes that was previously undiagnosed and detected in survey screening ranged from 30% in the high-income western region to 66% in south Asia. Among those with screen-detected diabetes with either test, the age-standardized proportion who had elevated levels of both FPG and HbA1c was 29-39% across regions; the remainder had discordant elevation of FPG or HbA1c. In most low- and middle-income regions, isolated elevated HbA1c was more common than isolated elevated FPG. In these regions, the use of FPG alone may delay diabetes diagnosis and underestimate diabetes prevalence. Our prediction equations help allocate finite resources for measuring HbA1c to reduce the global shortfall in diabetes diagnosis and surveillance.

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 imitation

Not 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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.060
Threshold uncertainty score0.407

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.013
GPT teacher head0.309
Teacher spread0.296 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations84
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueNature MedicineSame topicDiabetes Management and ResearchFrench-language works237,207