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Record W3033499384 · doi:10.1038/s41586-020-2338-1

Repositioning of the global epicentre of non-optimal cholesterol

2020· article· en· W3033499384 on OpenAlexaff
Cristina Taddei, Bin Zhou, Honor Bixby, Rodrigo M. Carrillo‐Larco, Goodarz Danaei, Rod Jackson, Farshad Farzadfar, Marisa K. Sophiea, Mariachiara Di Cesare, Maria Laura Caminia Iurilli, Andrea Rodríguez Martínez, Golaleh Asghari, Klodian Dhana, Pablo Gulayin, Sujay Kakarmath, Marilina Santero, Trudy Voortman, Leanne M Riley, Melanie Cowan, Stefan Savin, James E. Bennett, Gretchen A Stevens, Christopher Paciorek, Wichai Aekplakorn, Renata Cífková, Simona Giampaoli, André Pascal Kengne, Young‐Ho Khang, Kari Kuulasmaa, Avula Laxmaiah, Paula Margozzini, Prashant Mathur, Børge G. Nordestgaard, Dong Zhao, Mette Aadahl, Leandra Abarca-Gómez, Hanan F. Abdul Rahim, Niveen Abu-Rmeileh, Benjamín Acosta-Cázares, Robert Adams, Imelda Angeles‐Agdeppa, Javad Aghazadeh-Attari, Carlos A. Aguilar-Salinas, Charles Agyemang, Tarunveer S. Ahluwalia, Noor Ani Ahmad, Ali Ahmadi, Naser Ahmadi, Soheir H. Ahmed, Wolfgang Ahrens, Kamel Ajlouni, Monira Alarouj, Fadia AlBuhairan, Shahla AlDhukair, Mohamed M. Ali, Abdullah Alkandari, Ala’a Alkerwi, Eman Aly, Deepak Amarapurkar, Philippe Amouyel, Lars Bo Andersen, Sigmund A. Anderssen, Ranjit Mohan Anjana, Alireza Ansari‐Moghaddam, Hajer Aounallah-Skhiri, Joana Araújo, Inger Ariansen, Tahir Aris, Raphael E. Arku, Nimmathota Arlappa, Krishna Kumar Aryal, Thor Aspelund, Maria Cecília F Assunção, Juha Auvinen, Mária Avdičová, Ana Azevedo, Fereidoun Azizi, Mehrdad Azmin, Nagalla Balakrishna, Mohamed Bamoshmoosh, Maciej Banach, Piotr Bandosz, José R. Banegas, Carlo M Barbagallo, Alberto Barceló, Amina Barkat, Iqbal Bata, Anwar Batieha, Batyrbek Assembekov, Louise A. Baur, R Beaglehole, Belavendra Antonisamy, Habiba Ben Romdhane, Mikhail Benet Rodríguez, Marianne Benn, Salim Berkinbayev, Antonio Bernabé‐Ortiz, Gailutė Bernotienė, Heloísa Bettiol, Santosh K. Bhargava, Yufang Bi, Asako Bienek, Mukharram M Bikbov, Bihungum Bista, Peter Bjerregaard, Espen Bjertness, Marius B Bjertness, Cecilia Björkelund, Kátia Vergetti Bloch, Anneke Blokstra, Simona Bo, Bernhard O. Boehm, José Boggia, Carlos P Boissonnet, Marialaura Bonaccio, Vanina Bongard, Rossana Borchini, Herman Borghs, Pascal Bovet, Imperia Brajkovich, Juergen Breckenkamp, Hermann Brenner, Lizzy M. Brewster, Graziella Bruno, Anna Bugge, Markus Busch, Antonio Cabrera de León, Joseph Cacciottolo, Günay Can, Ana Paula Carlos Cândido, Mario V. Capanzana, Eduardo Capuano, Vincenzo Capuano, Viviane C Cardoso, Joana Carvalho, Felipe F. Casanueva, Laura Censi, Charalambos Chadjigeorgiou, Chamukuttan Snehalatha, Nish Chaturvedi, Chien‐Jen Chen, Fangfang Chen, Shuohua Chen, Ching‐Yu Cheng, Bahman Cheraghian, Angela Chetrit, Shu-Ti Chiou, María‐Dolores Chirlaque, Belong Cho, Yumi Cho, Jerzy Chudek, Frank Claessens, Janine Clarke, Els Clays, Hans Concin, Susana Cararo Confortin, Cyrus Cooper, Simona Costanzo, Dominique Cottel, Chris Cowell, Ana B. Crujeiras, Semánová Csilla, Liufu Cui, Felipe Vogt Cureau, Graziella D’Arrigo, Eleonora d’Orsi, Jean Dallongeville, Albertino Damasceno, Rachel Dankner, Thomas Meinertz Dantoft, Luc Dauchet, Kairat Davletov, Guy De Backer, Dirk De Bacquer, Giovanni de Gaetano, Stefaan De Henauw, Paula Duarte de Oliveira, David De Ridder, Delphine De Smedt, Mohan Deepa, А. Д. Деев, Abbas Dehghan, Hélène Delisle, Elaine Dennison, Valérie Deschamps, Meghnath Dhimal, Augusto Di Castelnuovo, Živka Dika, Shirin Djalalinia, Annette J. Dobson, Chiara Donfrancesco, Silvana P Donoso, Angela Döring, Maria Dorobanţu, Nico Dragano, Wojciech Drygas, Yong Du, Charmaine Duante, Rosemary B. Duda, Vilnis Dzērve, Elżbieta Dziankowska–Zaborszczyk, Ricky Eddie, Ebrahim Eftekhar, Robert Eggertsen, Sareh Eghtesad, Gabriele Eiben, Ulf Ekelund, Jalila El Ati, Denise Eldemire‐Shearer, Marie Eliasen, Roberto Elosúa, Rajiv T Erasmus, Raimund Erbel, Cihangir Erem, Louise Eriksen, Johan G. Eriksson, Saeid Eslami, Ali Esmaeili, Alun Evans, David Faeh, Caroline Fall, Elnaz Faramarzi, Mojtaba Farjam, Mohammad Reza Fattahi, Francisco Javier Félix-Redondo, Trevor S. Ferguson, Daniel Fernández‐Bergés, Daniel Ferrante, Marika Ferrari, Catterina Ferreccio, Jean Ferrieres, Bernhard Föger, Leng Huat Foo, Ann‐Sofie Forslund, Maria Forsner, Heba Fouad, Damian Francis, Maria do Carmo Franco, Oscar H. Franco, Guillermo Frontera, Yuki Fujita, Fumihiko Matsuda, T. Furusawa, Zbigniew Gaciong, Fabio Galvano, Sarah P. Garnett, Jean-Michel Gaspoz, Magda Gasull, Andréa Gazzinelli, Johanna M. Geleijnse, Ali Ghanbari, Erfan Ghasemi, Oana-Florentina Gheorghe-Fronea, Anup Ghimire, Francesco Gianfagna, Tiffany K Gill, Jonathan Giovannelli, Glen Gironella, Aleksander Giwercman, David Goltzman, Helen Gonçalves, David Alejandro González‐Chica, Marcela González‐Gross, Juan P. González‐Rivas, Clicerio González‐Villalpando, María-Elena González-Villalpando, Ángel González, Frédèric Gottrand, Sidsel Graff‐Iversen, D Grafnetter, Ronald D. Gregor, Tomasz Grodzicki, Anders Grøntved, Giuseppe Grosso, Gabriella Gruden, Dongfeng Gu, Pilar Guallar-Castillón, Ong Peng Guan, Elías F. Guðmundsson, Vilmundur Guðnason, Ramiro Guerrero, Idris Guessous, Jóhanna Gunnlaugsdóttir, Laura Gutierrez, Félix Gutzwiller, Seongjun Ha, Farzad Hadaegh, Rosa Haghshenas, Hamid Hakimi, Ian Hambleton, Behrooz Hamzeh, Sari Hantunen, Rachakulla Hari Kumar, Seyed Mohammad Hashemi‐Shahri, Jun Hata, Teresa Haugsgjerd, Alison J. Hayes, Jiang He, Yuna He, Marleen Elisabeth Hendriks, Ana Henriques, Sauli Herrala, Ramin Heshmat, Allan G. Hill, Sai Yin Ho, Suzanne C. Ho, Michael Hobbs, Albert Hofman, 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, Monica Hunsberger, Abdullatif Husseini, Inge Huybrechts, Nahla Hwalla, Licia Iacoviello, Anna G. Iannone, Mohsen M. Ibrahim, Norazizah Ibrahim Wong, Iris Iglesia, Nayu Ikeda, M Arfan Ikram, Violeta Iotova, Vilma Irazola, Takafumi Ishida, Aziz Al-Safi Ismail, Masanori Iwasaki, Jeremy M. Jacobs, Hashem Jaddou, Tazeen Jafar, Kenneth James, Konrad Jamrozik, Imre Janszky, Edward Janus, Marjo‐Riitta Järvelin, Grażyna Jasieńska, Ana Jelaković, Bojan Jelaković, Garry Jennings, Gorm Boje Jensen, Seung-lyeal Jeong, Anjani Kumar Jha, Chao Qiang Jiang, Ramon O Jimenez, Karl‐Heinz Jöckel, Michel Joffres, Jari Jokelainen, Jost B Jonas, Torben Jørgensen, Pradeep Joshi, Farahnaz Joukar, Jacek Jerzy Jozwiak, Anne Juolevi, Anthony Kafatos, Eero O. Kajantie, Ofra Kalter‐Leibovici, Nor Azmi Kamaruddin, Pia R. Kamstrup, Khem Bahadur Karki, Joanne Katz, Jussi Kauhanen, Prabhdeep Kaur, Maryam Kavousi, Gyulli M. Kazakbaeva, Ulrich Keil, Sirkka Keinänen‐Kiukaanniemi, Roya Kelishadi, Maryam Keramati, Alina Kerimkulova, Mathilde Kersting, Yousef Khader, Davood Khalili, Mohammad Khateeb, Motahareh Kheradmand, Alireza Khosravi, Ursula Kiechl-Kohlendorfer, Stefan Kiechl, Japhet Killewo, Hyeon Chang Kim, Jeongseon Kim, Yeon-Yong Kim, Jūratė Klumbienė, Michael Knoflach, Stephanie Ko, Hans‐Peter Kohler, Iliana V. Kohler, Elin Kolle, Patrick Kolsteren, Jürgen König, Raija Korpelainen, Paul Korrovits, Jelena Kos, Seppo Koskinen, Katsuyasu Kouda, Sudhir Kowlessur, Wolfgang Kratzer, Susi Kriemler, Peter Lund Kristensen, Daan Kromhout, Urho M. Kujala, Paweł Kurjata, Catherine Kyobutungi, Fatima Zahra Laamırı, Tiina Laatikainen, Carl Lachat, Youcef Laid, Christina P. Lambrinou, Věra Lánská, Georg Lappas, Bagher Larijani, Tint Swe Latt, Lars E. Laugsand, María Lazo-Porras, Jeannette Lee, Jeonghee Lee, Nils Lehmann, Terho Lehtimäki, Naomi Levitt, Yanping Li, Christa L. Lilly, Wei-Yen Lim, Maria Fernanda Lima‐Costa, Hsien-Ho Lin, Xu Lin, Yi‐Ting Lin, Lars Lind, Allan Linneberg, Lauren Lissner, Jing Liu, Helle-Mai Loit, Esther López‐García, Tania López, Paulo A. Lotufo, José Eugenio Lozano Alonso, Dalia Lukšienė, Annamari Lundqvist, Robert Lundqvist, Nuno Lunet, Guansheng Ma, George Luiz Lins Machado-Coelho, Aristides M. Machado‐Rodrigues, Suka Machi, Ahmed A Madar, Stefania Maggi, Dianna J. Magliano, Emmanuella Magriplis, Gowri Mahasampath, Bernard Maire, Márcia Makdisse, Fatemeh Malekzadeh, Reza Malekzadeh, Kodavanti Mallikharjuna Rao, Yannis Μanios, Jim Mann, Fariborz Mansour-Ghanaei, Enzo Manzato, Pedro Marques‐Vidal, Reynaldo Martorell, Luís Paulo Gomes Mascarenhas, Ellisiv B. Mathiesen, Tandi E. Matsha, Christina Mavrogianni, Shelly McFarlane, Stephen T. McGarvey, Stela McLachlan, Rachael McLean, Scott B McLean, Breige McNulty, Sounnia Médiène-Benchekor, Parinaz Mehdipour, Kirsten Mehlig, Amir Houshang Mehrparvar, Aline Meirhaeghe, Christa Meisinger, Ana Maria B. Menezes, Geetha R. Menon, Shahin Merat, Alibek Mereke, Indrapal I Meshram, Patricia Metcalf, Helmut E. Meyer, Jie Mi, Nathalie Michels, Jody C Miller, Cláudia S. Minderico, GK Mini, Juan Francisco Miquel, J. Jaime Miranda, Mohammad Reza Mirjalili, Erkin М Мirrakhimov, Pietro Amedeo Modesti, Sahar Saeedi Moghaddam, Bahram Mohajer, Mostafa K. Mohamed, Kazem Mohammad, Zahra Mohammadi, Noushin Mohammadifard, Reza Mohammadpourhodki, Viswanathan Mohan, Salim Mohanna, Muhammad Fadhli Mohd Yusoff, Iraj Mohebbi, Farnam Mohebi, Marie Moitry, Line T. Møllehave, Niels Christian Møller, Dénes Molnár, Amirabbas Momenan, Charles Mondo, Eric Monterrubio‐Flores, Mahmood Moosazadeh, Alain Morejón, Luís A. Moreno, Karen Morgan, Suzanne N. Morin, George Moschonis, Małgorzata Mossakowska, Aya Mostafa, Jorge Mota, Jorge Motta, Kelias P Msyamboza, Maria L. Muiesan, Martina Müller‐Nurasyid, Jaakko Mursu, Norlaila Mustafa, Iraj Nabipour, Shohreh Naderimagham, Gabriele Nagel, Balkish Mahadir Naidu, Farid Najafi, Harunobu Nakamura, Jana Námešná, Vinay Nangia, Matthias Nauck, William A. Neal, Azim Nejatizadeh, Ilona Nenko, Flavio Nervi, Nguyen D Nguyen, Quang Ngoc Nguyen, Ramfis Nieto‐Martínez, Thomas Nihal, Teemu Niiranen, Guang Ning, Toshiharu Ninomiya, Marianna Noale, Óscar Noboa, Davide Noto, Mohannad Al Nsour, İrfan Nuhoğlu, Terence W O’Neill, Dermot O’Reilly, Angélica Ochoa‐Avilés, Kyungwon Oh, Ryutaro Ohtsuka, Ö Ólafsson, Valérie Olié, Isabel Oliveira, Mohd Azahadi Omar, Altan Onat, Sok King Ong, Pedro Ordúñez, Rui Ornelas, Pedro J. Ortiz, Clive Osmond, Sergej M. Ostojic, Afshin Ostovar, Johanna Otero, Ellis Owusu‐Dabo, Fred Paccaud, Elena Pahomova, Andrzej Pająk, Luigi Palmieri, Wen‐Harn Pan, Songhomitra Panda-Jonas, Francesco Panza, Winsome R Parnell, Nikhil D Patel, Nasheeta Peer, Sérgio Viana Peixoto, Markku Peltonen, Alexandre C. Pereira, Annette Peters, Astrid Petersmann, Janina Petkevičienė, Niloofar Peykari, Son Thai Pham, Rafael Navarro Pichardo, Iris Pigeot, Aida Pilav, Aleksandra Piwońska, Andréia Pizarro, Pedro Plans-Rubió, Silvia Plata, Hermann Pohlabeln, Miquel Porta, Marileen L.P. Portegies, Anil Poudyal, Farhad Pourfarzi, Hossein Poustchi, Rajendra Pradeepa, Rui Providência, Jardena J. Puder, Soile Puhakka, Margus Punab, Mostafa Qorbani, Tran Quoc Bao, Ričardas Radišauskas, Salar Rahimikazerooni, Olli Raitakari, Sudha Ramachandra Rao, Ambady Ramachandran, Elisabete Ramos, Rafel Ramos, Lekhraj Rampal, Sanjay Rampal, Josep Redón, Paul Ferdinand M. Reganit, Luis Revilla, Abbas Rezaianzadeh, Robespierre Ribeiro, Adrian Richter, Fernando Rigo, Tobias F Rinke de Wit, Fernando Rodríguez-Artalejo, Laura Andrea Rodríguez-Villamizar, Ulla Roggenbuck, Rosalba Rojas, Dora Romaguera, Elisabetta L. Romeo, Annika Rosengren, Joël Roy, Adolfo Rubinstein, Jean-Bernard Ruidavets, Blanca Sandra Ruiz-Betancourt, Paola Russo, Petra Rust, Marcin Rutkowski, Charumathi Sabanayagam, Harshpal Singh Sachdev, Alireza Sadjadi, Ali Reza Safarpour, Saeid Safiri, Olfa Saidi, Nader Saki, Benoı̂t Salanave, Diego Salmerón, Veikko Salomaa, Jukka T. Salonen, Massimo Salvetti, José Sánchez-Abanto, Susana Sans, Alba M. Santaliestra-Pasías, Diana A. Santos, Maria Paula Santos, Rute Santos, Jouko Saramies, Luís B. Sardinha, Nizal Sarrafzadegan, Kai-Uwe Saum, Savvas C. Savva, Norie Sawada, Mariana Sbaraini, Márcia Scazufca, Beatriz D. Schaan, Hermán Schargrodsky, Christa Scheidt‐Nave, Anja Schienkiewitz, Sabine Schipf, Carsten Oliver Schmidt, Ben Schöttker, Sara Schramm, Sylvain Sebert, Aye Aye Sein, Abhijit Sen, Sadaf G Sepanlou, Jennifer Servais, Ramin Shakeri, S. А. Shalnova, Teresa Shamah‐Levy, Maryam Sharafkhah, Sanjib Kumar Sharma, Jonathan E Shaw, Amaneh Shayanrad, Zumin Shi, Kenji Shibuya, Hana Shimizu-Furusawa, Dong Wook Shin, Youchan Shin, Majid Shirani, Rahman Shiri, Namuna Shrestha, Khairil Si-Ramlee, Alfonso Siani, Rosalynn Siantar, Abla Mehio Sibai, Diego Augusto Santos Silva, Mary Simon, Judith Simons, Leon A. Simons, Michael Sjöstróm, Tea Skaaby, Jolanta Słowikowska-Hilczer, Przemysław Ślusarczyk, Liam Smeeth, Marieke B. Snijder, Stefan Söderberg, Agustinus Soemantri, Reecha Sofat, Vincenzo Solfrizzi, Mohammad Hossein Somi, Emily Sonestedt, Thorkild I. A. Sørensen, Aïcha Soumaré, Kaan Sözmen, Karen Sparrenberger, Jan A. Staessen, Maria G. Stathopoulou, Bill Stavreski, Jostein Steene-Johannessen, Peter Stehle, Aryeh D. Stein, Jochanan Stessman, Ranko Stevanović, Jutta Stieber, Doris Stöckl, Jakub Stokwiszewski, Karien Stronks, Maria Wany Louzada Strufaldi, Ramón Suárez Medina, Chien‐An Sun, Johan Sundström, Paibul Suriyawongpaisal, Rody G. Sy, René Charles Sylva, Moysés Szklo, E Shyong Tai, Abdonas Tamošiūnas, Eng Joo Tan, Mohammad Tarawneh, Carolina Tarqui-Mamani, Anne Taylor, Julie Taylor, Grethe S. Tell, Tania Tello, Lutgarde Thijs, Betina H. Thuesen, Ulla Toft, Hanna K. Tolonen, Janne Schurmann Tolstrup, Murat Topbaş, Roman Topór-Mądry, María José Tormo, Michael Tornaritis, Maties Torrent, Laura Torres‐Collado, Pierre Traissac, Oanh T. H. Trinh, Julia Truthmann, Shoichiro Tsugane, Marshall K. Tulloch‐Reid, Tomi-Pekka Tuomainen, Jaakko Tuomilehto, Anne Tybjærg‐Hansen, Christophe Tzourio, Peter Ueda, Eunice Ugel, Hanno Ulmer, Belgin Ünal, Hannu Uusitalo, Gonzalo Valdívia, Damaskini Valvi, Rob M. van Dam, Yvonne T. van der Schouw, Koen Van Herck, Hoàng Văn Minh, Lenie van Rossem, Natasja M. van Schoor, Irene G. M. van Valkengoed, Dirk Vanderschueren, Diego Vanuzzo, Anette Varbo, Patricia Varona-Pérez, Senthil K. Vasan, Lars Vatten, Tomás Vega, Toomas Veidebaum, Gustavo Velásquez-Meléndez, Silvia Josefina Venero Fernández, Giovanni Veronesi, W. M. Monique Verschuren, César G. Victora, Dhanasari Vidiawati, Lucie Viet, Salvador Villalpando, Jesús Vioqué, Jyrki K. Virtanen, Sophie Visvikis‐Siest, Bharathi Viswanathan, Tiina Vlasoff, Péter Vollenweider, Ari Voutilainen, Alisha N. Wade, Aline Wagner, Janette Walton, Wan Mohamad Wan Bebakar, Wan Nazaimoon Wan Mohamud, Ming-Dong Wang, Ningli Wang, Qian Wang, Ya Xing Wang, Ying-Wei Wang, S Goya Wannamethee, Niels Wedderkopp, Wenbin Wei, Peter H. Whincup, Kurt Widhalm, Indah Suci Widyahening, Andrzej Więcek, Alet H. Wijga, Rainford Wilks, Johann Willeit, Peter Willeit, Tom Wilsgaard, Bogdan Wojtyniak, Roy Wong‐McClure, Andrew Wong, Tien Yin Wong, Jean Woo, Mark Woodward, Frederick C. W. Wu, Shouling Wu, Haiquan Xu, Liang Xu, Weili Yan, Xiaoguang Yang, Yasuharu Tabara, Xingwang Ye, Toh Peng Yeow, Panayiotis K. Yiallouros, Moein Yoosefi, Akihiro Yoshihara, San‐Lin You, Novie O Younger-Coleman, Ahmad Faudzi Yusoff, Ahmad Ali Zainuddin, Seyed Rasoul Zakavi, Mohammad Reza Zali, Farhad Zamani, Sabina Zambon, Antonis Zampelas, Ko Ko Zaw, Tomasz Zdrojewski, Tajana Željković Vrkić, Zhen‐Yu Zhang, Wen­hua Zhao, Shiqi Zhen, Yingfeng Zheng, Bekbolat Zholdin, Baurzhan Zhussupov, Nada Zoghlami, Julio Zúñiga Cisneros, Edward W. Gregg, Majid Ezzati

Bibliographic record

VenueNature · 2020
Typearticle
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsHealth CanadaSimon Fraser UniversityHospital for Sick ChildrenKingston Health Sciences CentreStatistics CanadaMcGill UniversityUniversité de MontréalPublic Health Agency of CanadaDalhousie University
FundersFogarty International CenterEconomic and Social Research CouncilNovo Nordisk FondenMedical Research CouncilPublic Health AgencyNational Institute for Health and Care ResearchLundbeckfondenBritish Heart FoundationWellcome Trust
KeywordsEpicenterGeology

Abstract

fetched live from OpenAlex

Abstract High blood cholesterol is typically considered a feature of wealthy western countries 1,2 . However, dietary and behavioural determinants of blood cholesterol are changing rapidly throughout the world 3 and countries are using lipid-lowering medications at varying rates. These changes can have distinct effects on the levels of high-density lipoprotein (HDL) cholesterol and non-HDL cholesterol, which have different effects on human health 4,5 . However, the trends of HDL and non-HDL cholesterol levels over time have not been previously reported in a global analysis. Here we pooled 1,127 population-based studies that measured blood lipids in 102.6 million individuals aged 18 years and older to estimate trends from 1980 to 2018 in mean total, non-HDL and HDL cholesterol levels for 200 countries. Globally, there was little change in total or non-HDL cholesterol from 1980 to 2018. This was a net effect of increases in low- and middle-income countries, especially in east and southeast Asia, and decreases in high-income western countries, especially those in northwestern Europe, and in central and eastern Europe. As a result, countries with the highest level of non-HDL cholesterol—which is a marker of cardiovascular risk—changed from those in western Europe such as Belgium, Finland, Greenland, Iceland, Norway, Sweden, Switzerland and Malta in 1980 to those in Asia and the Pacific, such as Tokelau, Malaysia, The Philippines and Thailand. In 2017, high non-HDL cholesterol was responsible for an estimated 3.9 million (95% credible interval 3.7 million–4.2 million) worldwide deaths, half of which occurred in east, southeast and south Asia. The global repositioning of lipid-related risk, with non-optimal cholesterol shifting from a distinct feature of high-income countries in northwestern Europe, north America and Australasia to one that affects countries in east and southeast Asia and Oceania should motivate the use of population-based policies and personal interventions to improve nutrition and enhance access to treatment throughout the world.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.156
Threshold uncertainty score0.250

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.006
GPT teacher head0.256
Teacher spread0.250 · 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".

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Citations291
Published2020
Admission routes1
Has abstractyes

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