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Marcos Nascimento, Igor Lemos Moreira, Bernardo Ferreira, Lucas Mendonça de Souza, Douglas Lima Dantas, Anarosa Leônidas De Oliveira Brandão, Oliveira De, Igor Moreira Félix, Franco Alves, Patricia Brandão, Osvaldo Clúa, María Feldgen, Davies William de Lima Monteiro, Pablo Henrique Nunes, A. Pérez Belmonte, José Antonio Pow-Sang, Antonio Maffei, Marco Giudici, Kousay Samir, Alejandra Ratti, Michael Dorin, Juan Manuel Machuca De Pina, Sérgio Montenegro, Milana Lima, Dos Santos, Prieto Schmidt, Giovanni Junior, Eduardo Lorenzetti Pellini, Juan Gutiérrez-Cárdenas, Nadia Rodríguez-Rodríguez, Ana Lúiza, Souza De Lima, Fernando Duarte, Viviane Rodrigues Madeira, Costa Alegre Da Gama Afonso, Koleilat Câmara, Aruquia Peixoto, Christina Andersson, Gerald Kroisandt, Alejandro Macho, Pablo Baizán, Manuel Blázquez, Félix García-Loro, Elio Sancristobal, Gabriel Díaz, Rosario Gil, Clara Pérez, Manuel Castro, Yakov Cherner, James Uhomoibhi, Garry Mullett, Maija M. Kuklja, Catherine G. Mkude, Leonard W.T. Fweja, Hui Wang, Xiao Wei Sun, Shouxi Guo, Yi Qin Gao, Jun Zhang, Xiaolin Xiao, Jun Feng, Rodrigo Neumann Barros Ferreira, Andrey Pelicer Tarichi, Rosa Vasconcelos, Magda Pinheiro, Luís Distance, Wagner de Oliveira, Alfredo Martins Do Amaral, Alexi Delgado, Betsabe Ayala, Norka Bedregal-Alpaca, Doris Tupacyupanqui-Jaén, Víctor Cornejo-Aparicio, Sidanelia Flores-Silva, Gabriel Tirado-Mendoza, Walter Neyra-Lopez, Avid Roman–Gonzalez, Natalia I. Vargas-Cuentas, David Llulluy, Ulises Lapa-Asto, Laberiano Andrade-Arenas, Juan Luis Vásquez, Gabriel Tirado, Ulises Lapa, Aleixandre Brian Duche-Pérez, Fanny Miyahira Paredes-Quispe, Albino Gutierrez- Aguilar, Abraham Dávila, Karin Meléndez, Marcelo Rodrigues Pessoa, Anibal Flores, Luis Alfaro, José Ignacio Herrera Rodríguez, Julio Paragulla, John Trujillo-Trejo, Félix Armando Fermín Pérez, Rosario Trujillo-Huamán, Victor Bustamante- Olivera, Armando Espinoza-Robles, Gilberto Salinas-Azaña, Isaac Ocampo Yahuarcani, Luis Campos Baca, Carlos Alberto García Cortegano, Edgar Gutiérrez-Gómez, Rodolfo Cárdenas Vigo, Juan José Bellido, Lelis Antony Saravia Llaja, Angela Núñez Satalaya, Alejandro Reátegui Pezo, Michael Guipal Tamani, Violeta Dina, Ignacio A. Romero, R Antonio, Romero Flores, Fernando Alvarado-Rojas, Beatriz Baylón-Gonzales, Iván Iraola-Real, Brian Meneses-Claudio, Lesly Moreyra-Cáceres, Cristina Cáceres-Buleje, Alberto Collantes- Jarata, Edwin Iraola-Real, Milagros Iraola-Real, Julio Ernesto, Rojas Quispe, Julio Enrique, Quispe Tuesta, Liliana Amorocho, Rosalino Calderón, Miguel Ángel, María Elena García Ruiz, Daniel Flores, Sergio Román López, William Villegas-Ch, Xavier Palacios-Pacheco, Sergio Luján‐Mora, María Hallo, Danni Brito, Iván Carrera, Bryan Lema, Miguel Pinto, José Carlos Alves Roberto, Portillo Aristondo, Alberth Estuardo, A. Perez De Alba Ortiz, Jorge Samayoa, Felipe Moreno-Vera, Leonardo León-Vera, Juan Moreno-Motta, Juan Guizado-Vasquez, Michael Vera-Panez, Gloria Teresita Huamaní Huamaní, Paúl Tocto, Ludvik D. Medic, Javier Cieza, José Galarza, Bartolomé Saénz, Enrique Mucha, Leonardo Ortiz, Victoria Valdivia, Tatiana Millán Paredes, Abraham Ramón, Hugo Alatrista-Salas, Juan Guillermo Lazo Lazo, Miguel Núñez-del-Prado, Fiorella Otiniano-Campos, Gonzalo Herrera, Hugo Lazo, Arturo Rojas–Moreno, Luis F. Neglia, Jesus Vílchez-Sandoval, Walter Antonio Figueroa Neyra, David Llulluy-Nuñez, Laberiano Andrade–Arenas, Alvaro Talavera, Ana Luna, Jenny Chavez, Lucía Carolina, Eliana Cuellar Díaz, Huber Nieto–Chaupis, Gustavo Villar-Mayuntupa, Hugo Del Rosario, Roberto Cotrina, Carlos Campomanes-Bravo, Miguel Flores-Vasquez, Hipolito Reyes, William Cortez, Walter Huisa, Mario Chong, Gumercindo Bartra Gardini, Marta Lucía, Tostes Vieira, Nérida Del Cármen, Pastrana Díaz, Cláudia Patrícia, Motta Villa, García Peruvian, Jaime Minaya, Fernando Socualaya, Piero Marini, Ricardo Temoche, Gonzalo Alfaro, José Barrios Díaz, Johan Tanta, Andrés Montoya, Álvaro Guarín, Julián Mora, Claudia de Armas, Isaac Guillermo, Gonzales Vizcarra, Sérgio Takeo Kofuji, Antônio Carlos Seabra
Bibliographic record
Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicBluetooth and Wireless Communication Technologies
Canadian institutionsImpact
Fundersnot available
KeywordsTable (database)Computer scienceDatabase
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.928
Threshold uncertainty score0.167
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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.
Opus teacher head0.018
GPT teacher head0.226
Teacher spread0.207 · 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; a candidate call from one teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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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Citations0
Published2019
Admission routes1
Has abstractno