Bibliographic record
Abstract
The success of every academic journal is due in part to the contributions of the editorial board members and referees who help the editors to identify and guide the best manuscripts to publication as quickly as possible. That said, we would like to recognize and express our gratitude to the following individuals for refereeing papers submitted to Transactions in GIS during the past year. Dan AdamsScitor Corporation Sean AhearnHunter College, City University of New York Ola AhlqvistOhio State University Jochen AlbrechtHunter College, City University of New York Francisco Javier Ariza LópezUniversidad de Jaén Richard AspinallMacaulay Institute Kate BeardUniversity of Maine Yvan BédardUniversité Laval Gary Berg-CrossKnowledge Strategies Michela BertolottoUniversity College Dublin Ling BianState University of New York at Buffalo Roger BivandNorwegian School of Economics and Business Administration Peter BolHarvard University Frank BoscoeNew York State Department of Health Daniel BrownUniversity of Michigan Sytze de BruinWageningen University Chris BrunsdonLeicester University Barbara ButtenfieldUniversity of Colorado, Boulder William CartwrightRMIT University Steve CarverUniversity of Leeds Martin CharltonNational University of Ireland, Maynooth Harry ChenSiri, Inc. Nicholas ChrismanUniversité Laval Keith ClarkeUniversity of California, Santa Barbara David ColemanUniversity of New Brunswick Alexis ComberLeicester University Seamus CoveneyNational University of Ireland, Maynooth David CowenUniversity of South Carolina Robert CromleyUniversity of Connecticut Andrew CrooksGeorge Mason University Isabel CruzUniversity of Illinois at Chicago Kevin CurtinGeorge Mason University Andrew CurtisUniversity of Southern California Mike DeanBBN Technologies Mahmoud DelavarUniversity of Tehran Michael DearUniversity of California, Berkeley Michael DeMersNew Mexico State University Hande DemirelIstanbul Teknik Üniversitesi Yongxin DengWestern Illinois University Urska DemsarNational University of Ireland, Maynooth Michael de SmithUniversity College London Rodolphe DevillersMemorial University of Newfoundland Laura Días SánchezUniversitat Juame I de Castelló David DiBiasePennsylvania State University Arta DiloUniversity of Twente Tuncay DogerogluAnadolu University Matt DuckhamUniversity of Melbourne Gift DumedahUniversity of Guelph Oliver Duke-WilliamsLeeds University Carson FarmerNational University of Ireland, Maynooth Peter FisherLeicester University Bruce ForsterUniversity of New South Wales Andrea FrankUniversity of Cardiff Andrew FrankTechnical University of Vienna Meredith FranklinUniversity of Southern California Fred FonsecaPennsylvania State University Stan GeertmanUniversiteit Utrecht Rina GhoseUniversity of Wisconsin at Milwaukee Sheng GaoUniversity of New Brunswick Chris GoldUniversity of Glamorgan Daniel GoldbergUniversity of Southern California Michael GoodchildUniversity of California, Santa Barbara John GoodwinOrdnance Survey, UK Jianya GongWuhan University Michael GouldESRI, Redlands, California Ben GorteDelft University of Technology Paul HarrisNational University of Ireland, Maynooth Francis HarveyUniversity of Minnesota Glen HartOrdnance Survey, UK Gerard HeuvelinkWageningen University Michael HutchinsonAustralian National University Yutaka InoueNational Institute of Advanced Industrial Science, Tokyo, Japan Kazi Ishtiak AhmedNational University of Ireland, Maynooth Piotr JankowskiSan Diego State University Krzystof JanowiczPennsylvania State University Chris JonesUniversity of Cardiff Gerhard JoosdotGIS & Technical University of Denmark Marinos KavourasNational Technical University of Athens Peter KellerUniversity of Victoria Karen KempUniversity of Southern California Richard KingstonUniversity of Manchester Andrew KliskeyUniversity of Alaska, Anchorage Dave KolasBBN Technologies Peter KyemCentral Connecticut State University Sergei LevashkinNational Polytechnic Institute, Mexico Zhilin LiHong Kong Polytechnic University Steve LiangUniversity of Calgary Fredrik LindbergKings College London Paul LongleyUniversity College London Michael LutzEuropean Commission-DG Joint Research Center, Italy Juliana.MaantayLehman College, City University of New York Scott MackayState University of New York at Buffalo Eoin MacoidhUniversity College Dublin Denise MaljersTNO David MartinUniversity of Southampton Sara McLaffertyUniversity of Illinois, Urbana-Champaign Evert MeijersDelft University of Technology Jeremy MennisTemple University James MerchantUniversity of Nebraska Harvey MillerUniversity of Utah Helena MitasovaNorth Carolina State University Mir Abolfazl MostafaviUniversité Laval Alan MurrayArizona State University David NovakU.S. Forest Service-Northern Research Station, Syracuse Timothy NyergesUniversity of Washington Morton O'KellyOhio State University Chris PettitUniversity of Melbourne Brandon PleweBrigham Young University Alexei PozdnoukhovNational University of Ireland, Maynooth Steve PragerUniversity of Wyoming Florian ProbstSAP Research Martin RaubalUniversity of California, Santa Barbara James ResslerNorthrop Grumman Jan RigbyNational University of Ireland, Maynooth Anthony RobinsonPennsylvania State University Stephane RocheLaval University Mairead de RoisteVictoria University of Wellington Yukio SadahiroUniversity of Tokyo Jagan SankaranarayananUniversity of Maryland Michael SawadaUniversity of Ottawa Angela SchweringUniversity of Osnabrueck Elisabeth SedanoUniversity of Southern California Sylvie ServigneInstitut National des Sciences Appliquées Ganesan ShankarBabson College Narushige ShiodeUniversity of Cardiff Renee SieberMcGill University Andre SkupinSan Diego State University Alfred SteinInternational Institute for Geo-Information Science and Earth Observation (ITC) Kathleen StewartUniversity of Iowa Josef StroblUniversity of Salzburg Kenichi SugiharaGifu Keizai University Daniel SuiOhio State University Shipeng SunUniversity of Waterloo Nicholas TateLeicester University Eleni TomaiNational Technical University of Athens Paul TorrensArizona State University John TrinderUniversity of New South Wales Richard TrevesUniversity of Southampton Ming-Hsiang TsouSan Diego State University Lynn UseryU.S. Geological Survey Bastiaan van LoenenDelft University of Technology Pepijn van OortWageningen University Kirsi VirrantausHelsinki University of Technology Dalia VarankaUnited States Geological Survey Shaowen WangUniversity of Illinois at Champaign-Urbana Robert WeibelUniversity of Zurich Elizabeth WentzArizona State University Nancy WiegandUniversity of Wisconsin at Madison Olga WilhelmiNCAR, Boulder, Colorado James WilsonJames Madison University Stephen WiseUniversity of Sheffield Michael WorboysUniversity of Maine Dawn WrightOregon State University Jim WrightSouthampton University Chaowei YangGeorge Mason University Tse-chuan YangPennsylvania State University May YuanUniversity of Oklahoma Naijun ZhouUniversity of Maryland
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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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; a candidate call from one teacher head, not a consensus.
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".