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Record W4223521472 · doi:10.1115/1.4054259

Reviewer's Recognition

2022· article· en· W4223521472 on OpenAlexaboutno aff

Bibliographic record

VenueJournal of Biomechanical Engineering · 2022
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal Disorders and Rehabilitation
Canadian institutionsnot available
Fundersnot available
KeywordsPsychology

Abstract

fetched live from OpenAlex

We extend our sincere thanks to all our referees who have helped make the ASME Journal of Biomechanical Engineering so successful over the last 2 years.Dr. John P. Abraham, University of St. ThomasSteven D. Abramowitch, University of PittsburghClaire Acevedo, University of UtahTathagata Acharya, California State University, BakersfieldDavid C. Ackland, University of MelbournePeter Adamczyk, University of Wisconsin-MadisonMiquel Aguirre, École des Mines de-Saint ÉtienneNizam Ahamed, University of PittsburghBardiya Akhbari, Brown UniversityOzan Akkus, Case Western Reserve UniversityRami M. A. Al-Dirini, Flinders UniversityGordon Alderink, Grand Valley State UniversityAngela Alexander-Bryant, Clemson UniversityJessica Allen, West Virginia UniversityKyle Allen, University of FloridaAlejandro Almarza, University of PittsburghJoshua Alper, Clemson UniversityPeter Amadio, Mayo ClinicRouzbeh Amini, Northeastern UniversityDonald Anderson, The University of IowaWilliam Anderst, University of PittsburghSara Arena, Virginia TechChristopher Arthurs, King's College LondonAmirhossein Arzani, Northern Arizona UniversityPatrick Atkinson, Kettering UniversityDr. Anilchandra Attaluri, Pennsylvania State University-HarrisburgReza Avazmohammadi, Texas A&M UniversityStephane Avril, Ecole Nationale Supérieure des MinesMaged Awadalla, Flinders UniversitySeungik Baek, Michigan State UniversityKartik Balachandran, University of ArkansasKen Barbee, DrexelVictor H. Barocas, University of MinnesotaMartina Barzan, Griffith UniversityPhilip Bayly, Washington University in Saint LouisJoan E. Bechtold, University of MinnesotaMatthew Beerse, University of DaytonMark Begonia, Virginia Polytechnic Institute and State UniversityKevin Bell, University of PittsburghClaudio Belvedere, Rizzoli Orthopedic InstituteJose Maria Benitez Baena, Madrid Polytechnic InstituteHunter J. Bennett, Old Dominion UniversitySarah Bentil, Iowa State UniversityMatthew Bersi, Washington University in St. LouisC. D. Bertram, University of SydneyShamik Bhattacharya, SouthEast Missouri State UniversityKimberly Bigelow, University of DaytonMarie Billaud, Brigham and Women's HospitalCynthia BirDr. John Bischof, University of MinnesotaThom Bitter, RadboudumcDouglas Bohl, Clarkson UniversityStephanie Bonin, MEA Forensic Engineers & ScientistsAnton E. Bowden, Brigham Young UniversitySjoerd Bruijn, Department of Kinesiology, KU LeuvenJenni Buckley, University of DelawareAdrian Buganza Tepole, Purdue UniversityGreg W. Burgreen, Mississippi State UniversityGarret Burks, Virginia TechTamara Reid Bush, Michigan State University, Department of Mechanical EngineeringMike Bushelow, Depuy SynthesPhilip R. Buskohl, Air Force Research LaboratoryJared Butler, Penn State UniversityEamon T. Campolettano, ExponentRobert Catena, Washington State UniversityAlexander Caulk, MedtronicChuyi Chen, Duke UniversityRoland K. Chen, Washington State UniversitySheng Chen, Michigan StateClaudio Chiastra, Politecnico di TorinoGilwoo Choi, HeartFlow, IncJiwoong Choi, University of Kansas School of MedicineSanghun Choi, Kyungpook National UniversityDesmond Y. R. Chong, Singapore Institute of TechnologyYoungjae Chun, University of PittsburghBrittany Coats, University of UtahFrancesca Condemi, École Nationale Supérieure des Mines de Saint-ÉtienneDaniel Cortes, Penn State UniversityFrancesco Costanzo, The Pennsylvania State UniversityBrent A. Craven, U.S. Food and Drug AdministrationVincent Crocher, University of MelbourneDuane Cronin, University of WaterlooDustin Crouch, University of Tennessee KnoxvilleFangsen Cui, High Performance computing InstituteGuohao Dai, Northeastern UniversityEnrico Dall'Ara, University of SheffieldKerry Danelson, Wake Forest School of MedicineElvis Danso, Tulane UniversityKinjal Dasbiswas, University of California, MercedDr. Rafael V. Davalos, Virginia Polytechnic Institute and State UniversityGiuseppe De-Nisco, Politecnico di TorinoRaffaella De-Vita, Virginia TechRichard E. Debski, University of PittsburghConstantine Demetropoulos, Johns Hopkins University Applied Physics LaboratoryMichael Detamore, University of OklahomaDr. Ram Devireddy, Louisiana State UniversityPaul De-Vita, East Carolina UniversityZiyun Ding, University of BirminghamManuel Doblare, University of ZaragozaEve Donnelly, Cornell UniversityJ. Crawford Downs, University of Alabama at BirminghamJohn Droge, MRA ForensicsWilliam Durfee, Univ Of MinnesotaCari Dutcher, University of MinnesotaNathaniel Dyment, University of PennsylvaniaDonna Ebenstein, Bucknell UniversityAlan W. Eberhardt, University of Alabama at BirminghamW. Brent Edwards, University of CalgaryPernilla Eliasson, Linkoping UniversityArin M. Ellingson, University of MinnesotaShannon Emerzian, UC BerkeleyMona Eskandari, UC RiversideMahdi Esmaily, Cornell UniversityMadelen Fahlstedt, KTH Royal Institute of TechnologyCristina Falcinelli, Campus Bio-Medico University of RomeYubo Fan, Beihang UniversityIyad Fayssal, Rafik Hariri UniversityYu Feng, Oklahoma State UniversityVirginia L. Ferguson, University of ColoradoDr. Richard S. Figliola, Clemson UniversityManuel Figueroa, The College of New JerseyPeter Fino, University of UtahNiccolo Fiorentino, Univ of VermontKenneth Fischer, University of Kansas—Mechanical EngineeringMatthew Fisher, North Carolina State UniversityClare K. Fitzpatrick, Boise State UniversityArturo, Forner-Cordero, University of Sao PauloJeffrey Fredberg, Harvard School of Public HealthBenjamin R. Freedman, Harvard UniversityGregory Freisinger, WestpointLaura Frey Law, University of IowDavid Fyhrie, University of California, Davis Medical CenterBenjamin Gadomski, Colorado State UniversityFabio Galbusera, IRCCS Istituto Ortopedico GaleazziDiego Gallo, Politecnico di TorinoGanesharajah Ganadhiepan, The University of MelbourneShailesh Ganpule, IIT RoorkeeBenjamin Gantenbein, University of BernFan Gao, UT SouthwesternJohn C. Gardiner, MacInnis EngineeringF. Scott Gayzik, Wake Forest University School of MedicineGuy Genin, Washington UniversityMazdak Ghajari, Imperial CollegeArash Ghorbanniahassankiadeh, Medical College of Wisconsin & Marquette UniversityDr. Soham Ghosh, Colorado State UniversityRajesh Ghosh, Indian Institute of Technology MandiHugo Giambini, University of Texas at San AntonioFrank J. H. Gijsen, Erasmus Medical CenterVaida Glatt, University of Texas Health Science CenterCraig Goehler, Valparaiso UniversityVijay Goel, University of ToledoCraig Goergen, Purdue UniversityBenjamin Goislard de Monsabert, Aix-Marseille UniversitéArnold D. Gomez, Johns Hopkins School of MedicineLeonid Goubergrits, Charité-Universitätsmedizin BerlinMatthew Gounis, University of MassachusettsMichele J. Grimm, Michigan State UniversityAnna Grosberg, University of California, IrvineIan Grosse, UMass—AmherstTrent M. Guess, University of MissouriSarah E Gullbrand, University of PennsylvaniaYang Guo, Michigan State UniversityMatthew Hagen, Oregon Health and Science UniversityMichael E. Hahn, University of OregonMarzieh Hajighamemar, University of Texas at San AntonioJoseph E. Hale, University of MinnesotaPeter Halverson, Nexus SpineDaniel Hammer, FDADr. Bumsoo Han, Purdue UniversityHai-Chao Han, University of Texas at San AntonioSangyoon Han, Michigan TechPatrick Hannon, Northern Arizona Univ/Hannon BiomechanicsMichael Harris, Washington University School of MedicineHamed Hatami-Marbini, University of Illinois at ChicagoHoda Hatoum, Michigan TechScott J. Hazelwood, California Polytechnic State UniversityDr. Xiaoming He, University of MarylandRebecca Heise, Virginia Commonwealth UniversiBrian P. Helmke, University of VirginiaHeath Henninger, University of UtahCherice Hill, Medical University of South CarolinaSimona Hodis, Texas A&M UniversityWayne Hodo, U.S. Army—ERDCKevin Hoffseth, LSULarry L. Howell, Brigham Young UniversityXiao Hu, University of VirginiaYi Hua, University of PittsburghMaury Hull, University of California, DavisDonald Hume, University of DenverPilwon Hur, Texas A&M UniversityEl-Sayed Ibrahim, Medical College of WisconsinSerkan Inceoglu, Loma Linda UniversityBernardo Innocenti, Université Libre de-Bruxelles École polytechnique de-BruxellesNozomu Inoue, Rush University Medical CenterManisha Jassal, Confluent Medical Technologies Inc.Shaun Jeffs, Brigham Young UniversitySongbai Ji, Worcester Polytechnic InstituteLiudi Jiang, University of Southampton, UKYifei Jin, University of Nevada RenoZhongmin Jin, University of LeedsIlse Jonkers, KU LeuvenRon June, Montana State UniversityJarred Kaiser, Emory UniversityElena Kallestinova, Yale UniversityHarkamaljot Kandail, MedtronicYun-Seok Kang, The Ohio State UniversityGhodrat Karami, Mechanical Engineering DeprtmentChristof Karmonik, The Methodist Hospital SystemIgor Karsaj, University of ZagrebDr. Alain J. Kassab, University of Central FloridaDouglas Kelley, University of RochesterMireille Kelley, ESiEric A. Kennedy, Bucknell UniversityFaes Kerkhof, StanfordMariana Kersh, University of Illinois at Urbana-ChampaignJoseph Keyes, Johnson & JohnsonAmir Khalighi, University of Texas at AustinVitaly Kheyfets, University of Colorado Anschutz Medical CampusBashir Khoda, The University of MaineAta Kiapour, Boston Children's HospitaMegan Killian, Washington University- St. LouisDongjune Kim, FDAHyun Jin Kim, Hearflow, Inc.Allison Kinney, University of DaytonSvein Kleiven, KTH - Royal Institute Techn.Stephen M. Klisch, California Polytechnic State UniversityGlenn K. Klute, Department of Veterans AffairsMatthew F. Koff, Hospital for Special SurgeryEbrahim Kolahdouz, U.S. Food and Drug AdminstrationKranthi Kumar Kolli, Weill Cornell Medical CollegeSmruta Koppaka, W.L.Gore and AssociatesBartlomiej Kowalski, Stanford UniversityRolf Krause, Institute of Computational ScienceEthan Kung, Clemson UniversityMehmet Kurt, University of WashingtonMatthew Kvalheim, University of PennsylvaniaAlbert Kwansa, NC StateMichel Labrosse, University of Ottawa, CanadaKevin Labus, Colorado State UniversityVictor K. Lai, University of MinnesotaSpencer P. Lake, Washington University in St. LouisKaveh Laksari, University of ArizonaTrung Le, North Dakota State UniversityEric H. Ledet, Rensselaer Polytechnic InstituteWilliam R. Ledoux, VA Puget SoundChung-Hao Lee, University of OklahomaLik Chuan Lee, Michigan State UniversityAmy Lenz, University of UtahGregory S. Lewis, Penn State College of MedicineJunyan Li, Mid-dlesex University LondonZong-Ming Li, Cleveland ClinicJun Liao, University of Texas at ArlingtonW. Brent Lievers, Laurentian UniversityYi-Chung Lin, Univeristy of MelbourneAndreas Linninger, University of Illinois ChicagoDr. Yaling Liu, Lehigh UniversityYuzhe Liu, Stanford UniversityJia Lu, University of IowaPaula Ludewig, University of MinnesotaSabrina Lynch, University of MichiganDr. Ronghui Ma, University of Maryland Baltimore CountyBrendan MacKay, TTUHSCSpandan Maiti, University of PittsburghLorin P. Maletsky, University of KansasErin M. Mannen, University of DenverNavid Manuchehrabadi, University of Maryland Baltimore CountyHaojie Mao, Western UniversityKent-Andre Mardal, Department of Mathematics, University of OsloSaulo Martelli, School of Mechanical, Medical and Process EngineeringStephen Mascaro, University of Utah, Dept. of Mechanical EngineeringDimitrios S. Mathioulakis, National Technical University of Athens, School of Mechanical Engineering, Fluids Section, LaboratorEoin McEvoy, University of PennsylvaniaPatrick McGarry, National University of Ireland, GalwayKirk McGilvray, Colorado State UniversityCraig McGowan, University of IdahoJeffrey McGuire, Virginia TechDavid F. Meaney, Bio-engineering/University of PennsylvaniaRicardo Mejia-Alvarez, Michigan State UniversityKristin S. Miller, Tulane UniversityRoss Miller, University of MarylandHesam Moghaddam, Northern Arizona UniversityHossein Mokhtarzadeh, The University of MelbourneKen Monson, University of UtahHernán G. Morales, Medisys—Philips Research ParisUmberto Morbiducci, Politecnico di TorinoStephanie Morco, Argyle ScientificKerri Morgan, Washington UniversityCary Moskovitz, Duke UniversityMichael Mueller, Washington University in St. LouisDebanjan Mukherjee, University of Colorado, BouldeBernhard Müller, Norwegian University of Science and Technology, Dept. of Energy and Process EngineeringArun Nair, University of ArkansasNitesh Nama, University of MichiganAli Nasr, University of WaterlooRichard Neptune, The University of Texas at AustinCorey Neu, University of Colorado - BoulderDr. David Newport, University of LimerickJen Nichols, University of FloridaJulián Norato, University of Connecticut, Department of Mechanical EngineeringAndrew Nordin, Texas A & MDavid Nordsletten, University of MichiganNolan M. Norton, University of KansasRichard Nuckols, School of Engineering and Applied Sciences, Harvard University and Wyss InstituteGrace O'Connell, University of California, BerkeleyJessica Oakes, Northeastern UniversityBenjamin Osipov, UC DavisJoseph Ott, University of PittsburghSimon Ouellet, Defence Research and Development CanadaTammy Owings, Cleveland ClinicThomas R. Oxland, Department of Mechanical Engineering and Orthopedic and Injury Biomechanics GroupFrancis Pagani, University of Michigan Health SystemMarco Palanca, University of SheffieldWu Pan-Zagorski, LearMatthew B. Panzer, University of VirginiaYannis Papaharilaou, Foundation for Research and Technology—HellasVincenzo Parenti Castelli, University of BolognaRita M. Patterson, University of North Texas Health Science CenterRyan University of Virginia University of Illinois at M. University of Department of of T. Institute of University of A. University of North Imperial College M. University of University of Boston University of Research South Dakota at The University of Texas at University of Worcester Polytechnic University of at Department of Engineering University University of Texas Indian Institute of Technology Purdue Institute of Indian Institute of Technology Pennsylvania State University M. University of J. Institute of University of University of University of University of Virginia A. Engineering Penn State The University of Texas L. A. University of University of School of Mechanical & Engineering, Oklahoma State University of University of University of University of University of Michigan State UniversityMatthew Brigham Young UniversityPatrick Orthopedic University of B. University of U.S. Food and Drug Department of Mechanical Engineering, School of Engineering, The University of University of Washington P. MEA Forensic Engineers & A. University of University of University of University of University of S. University of Texas at Brown University of Technology, Institute of University of A. University of University of Central Orthopedic University of Singapore University of Technology and Pennsylvania State Institute of U.S. Research L. Western Carolina Worcester Polytechnic Institute of University College J. Institute of and University of Penn State New Institute of M. School of at A Hospital for Special Cornell Medical L. Worcester Polytechnic Duke Harvard Boston Virginia University of California San A. Johns Hopkins Applied Physics Stanford P. Purdue Michigan State UniversityGregory J. Department of Mechanical Science and Engineering, University of Hospital for University Ohio State Medical College of Colorado S. Virginia Wake Forest D. U.S. Food and Drug Michigan State University of North Duke University Medical F. University of Medical UniversityBenjamin B. Bucknell M. Orthopedic Biomechanics R. University of The University of Western S. Department of Engineering and Virginia Commonwealth University of A. University of University of T. Michigan State University of Department of Mechanical Engineering, Dept. of and Medical Texas Duke University of Medical Institute of Washington University in St. University of Duke Worcester Polytechnic University of North Carolina at New Institute of University of Maryland Baltimore Acevedo, University of UtahTathagata Acharya, California State University, Colorado School of Adamczyk, University of The Ohio State University of Akhbari, Brown Virginia University of Alderink, Grand Valley State M. A. Al-Dirini, Flinders UniversityKyle Allen, University of FloridaAlejandro Almarza, University of The University of Amadio, Mayo ClinicRouzbeh Amini, Northeastern Anderson, University of Anderson, University of Anderson, Duke E. Anderson, Medical Arzani, Northern Arizona UniversityMichael University of A. UniversityDr. Anilchandra Attaluri, Pennsylvania State University - Avazmohammadi, Texas A&M UniversityStephane Avril, Ecole Nationale Supérieure des MinesMaged Awadalla, Flinders University of Baek, Michigan State University of Hospital Special Barbee, Boston UniversityVictor H. Barocas, University of A. Applied Research Bayly, Washington University in Saint Northeastern Belvedere, Rizzoli Orthopedic InstituteHunter J. Bennett, Old Dominion UniversityMatthew Bersi, Washington University in St. University of Billaud, Brigham and Women's HospitalCynthia University of Bitter, The Univ of Bohl, Clarkson UniversityStephanie Bonin, MEA Forensic Engineers & ScientistsAnton E. Bowden, Brigham Young Purdue University of W. Burgreen, Mississippi State University of R. Buskohl, Air Force Research LaboratoryJared Butler, Penn State University of University of for Science and University of Technical University of Department of Technologies and University of di Caulk, Polytechnic for Injury and New Institute of University of University of University of Chen, Duke Chen, Chen, Michigan Chen, University of Chen, The Research Choi, University of de University of Ohio Northern Cleveland University of Condemi, École Nationale Supérieure des Mines Boston University of Missouri at A. University Cortes, Penn State UniversityFrancesco Costanzo, The Pennsylvania State The Medical School of Brown University and Cronin, University of Crouch, University of Cui, High Performance computing W. L. and Dall'Ara, University of SheffieldKerry Danelson, Wake Forest School of Rafael V. Davalos, Virginia Polytechnic Institute and State UniversityMatthew Politecnico di TorinoRaffaella Virginia TechRichard E. Debski, University of University of University of Wake Forest Johnson University of Department of and Engineering, University of U.S. Ding, University of Droge, MRA University of Univ Université Durfee, University of MinnesotaCari Dutcher, University of Ebenstein, Bucknell Brent Edwards, University of M. Ellingson, University of MinnesotaMatthew University of Duke University of Computational Eskandari, UC University of Esmaily, Cornell UniversityMadelen Fahlstedt, KTH Royal Institute of TechnologyCristina Falcinelli, Campus Bio-Medico University of RomeYubo Fan, Beihang A. University of Alabama at Feng, University of Feng, and L. Ferguson, University of University of Fiorentino, Univ of VermontKenneth Fischer, University of Kansas - Mechanical EngineeringMatthew Fisher, North Carolina State UniversityClare K. Fitzpatrick, Boise State Fredberg, Harvard School of Public University of for Science and Fyhrie, University of California, Davis Medical Galbusera, IRCCS Istituto Ortopedico GaleazziDiego Gallo, Politecnico di Ganpule, IIT Gao, UT Gao, Case Western Reserve G. University of Scott Gayzik, Wake Forest University School of Genin, Washington UniversityMazdak Ghajari, Imperial Soham Ghosh, Colorado State UniversityRajesh Ghosh, Indian Institute of Technology Campus Bio-Medico University of Glatt, University of Texas Health Science D. Hospital for Special Goehler, Valparaiso R. Goislard de Monsabert, Aix-Marseille UniversitéArnold D. Gomez, Johns Hopkins School of University of Goubergrits, Charité-Universitätsmedizin Boston Children's Politecnico di Children's J. Grimm, Michigan State UniversityAnna Grosberg, University of California, IrvineIan Grosse, UMass—AmherstTrent M. Guess, University of University of Purdue Clemson UniversityMatthew Hagen, Oregon Health and Science T. University of Hajighamemar, University of Texas at San Halverson, Nexus SpineDaniel Hammer, Han, University of Han, University of Texas at San Han, Han, Michigan M. Emory University School of Cleveland VA Medical Harris, Washington University School of MedicineHamed Hatami-Marbini, University of Illinois at ChicagoHoda Hatoum, Michigan Heise, Virginia Commonwealth University of Hill, Medical University of South CarolinaSimona Hodis, Texas A&M A. University of S. Wake Forest University School of Hu, University of VirginiaYi Hua, University of Hull, University of California, Virginia Hospital for Special Inceoglu, Loma Linda University of A. Jassal, Confluent Medical Technologies Inc.Shaun Jeffs, Brigham Young UniversitySongbai Ji, Worcester Polytechnic June, Montana State UniversityJarred Kaiser, Emory University of California San Kandail, MedtronicYun-Seok Kang, The Ohio State UniversityGhodrat Karami, Mechanical Engineering University of Alabama at Karsaj, University of A. Kennedy, Bucknell UniversityFaes Kerkhof, StanfordMariana Kersh, University of Illinois at Urbana-ChampaignJoseph Keyes, Johnson & JohnsonAmir Khalighi, University of Texas at Kim, FDAHyun Jin Kim, Hearflow, Kim, Institute of and R. Institute of Technology, of Kinney, University of DaytonSvein Kleiven, Institute K. Klute, Department of Veterans University of University of Science and Kolahdouz, U.S. Food and Drug AdminstrationKranthi Kumar Kolli, Weill Cornell Medical Koppaka, W. L. and Johns Hopkins UniversityElena Kowalski, Stanford The Pennsylvania State UniversityRolf Krause, Institute of Computational A. University of Marquette University of University of UniversityMehmet Kurt, University of Kwansa, NC A. University of K. Lai, University of C. University of P. Lake, Washington University in St. Le, North Dakota State Lee, University of Lee, Chuan Lee, Michigan State Worcester Polytechnic Boston University of Science and Lenz, University of University of Lewis, Department of Mechanical S. Lewis, Penn State College of Li, Li, University Li, National University of Li, Arizona State Li, Li, Li, Cleveland ClinicJun Liao, University of Texas at University of National University of Lin, Univeristy of University of Liu, Children's Medical Liu, The Ohio State Liu, Institute of Liu, UniversityYuzhe Liu, Stanford Politecnico di Lynch, University of MichiganDr. Ronghui Ma, University of Maryland Baltimore CountyBrendan MacKay, TTUHSCSpandan Maiti, University of University of University of P. Maletsky, University of KansasErin M. Mannen, University of DenverNavid Manuchehrabadi, University of Maryland Baltimore CountyHaojie Mao, Western Martelli, School of Mechanical, Medical and Process University of Mascaro, University of Utah, Department of Mechanical EngineeringDimitrios S. Mathioulakis, National Technical University of Athens, School of Mechanical Engineering, Fluids Section, University of Oregon and Campus for A. University of New University of University of Texas at J. Clarkson UniversityKristin S. Miller, Tulane UniversityRoss Miller, University of The University of Institute of University of E. University of Monson, University of UtahHernán G. Morales, Medisys—Philips Research University of Mukherjee, University of Colorado, Yale Nair, University of ArkansasNitesh Nama, University of J. University of University of Neu, University of Colorado - Imperial College University of The Johns Hopkins Nichols, University of University of L. University of Politecnico di Nordin, Texas A & University of Nuckols, School of Engineering and Applied Sciences, Harvard University and Wyss Oakes, Northeastern O'Connell, University of California, Technical Ott, University of R. Oxland, Department of Mechanical Engineering and Orthopedic and Injury Biomechanics State Western UniversityAnna Politecnico di Pan-Zagorski, University of Texas at M. Patterson, University of North Texas Health Science A. University of Virginia J. Michigan State Department of of University of T. Institute of Virginia Commonwealth J. University of Wisconsin - University of Imperial College J. Penn State Rensselaer Polytechnic M. University of University of Boston Indian Institute of Technology University of University of South Dakota S. Institute of Science and University of University of Institute of The University of Texas at University of Research West University of Department of Engineering University University of Texas Indian Institute of Technology California State University, Purdue Institute of Michigan State A. University of Colorado, University of M. University of University of University of University of Department of Mechanical Engineering, University, Department of of A. Engineering Old Dominion Penn State The University of Texas Institute of University of Virginia for Applied BiomechanicsMichael A. University of University of University of Hospital W. L. and University of South Iowa State UniversityMatthew Brigham Young UniversityPatrick The University of Stanford IIT Orthopedic University of Y. University of University of B. University of U.S. Food and Drug Department of Mechanical Engineering, School of Engineering, The University of University of Washington C. University of P. MEA Forensic Engineers & V. College University of A. University of Texas Health Science at University of Brown Louisiana State University Health L. University of at University of Central University of Missouri - Kansas University of University of Virginia for Applied Pennsylvania State U.S. Research Worcester Polytechnic Washington State Medical College of University of - Northeastern Department of Engineering Mayo University College John Polytechnic University of Penn State UniversityPeter A Hospital for Special Cornell Medical University of L. Worcester Polytechnic Harvard Virginia University of California San Virginia A. Johns Hopkins Applied Physics Stanford Michigan State University of E. Washington UniversityPeter S. Hospital for Ohio State University College Medical College of S. Virginia Michigan State Duke University Medical F. University of University of California, Medical Cleveland B. Bucknell Virginia M. Orthopedic Biomechanics Research J. Emory University of S. Department of Engineering and Virginia Commonwealth University of University A. University of University of Medical University of National Institute for & University of Clemson South University of Imperial College The University of Texas Duke Stanford Texas A&M University of The State University of New Imperial College University of Texas at B. University of University of Johns Hopkins University, Applied Physics Duke University of Science and Technology of National New Institute of University of University of Maryland Baltimore Mayo

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.817
Threshold uncertainty score0.388

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 integrity0.0000.000
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 head0.248
Teacher spread0.235 · 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 designNot applicable
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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Published2022
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