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Atlantic flower–invertebrate interactions: A data set of occurrence and frequency of floral visits
Danilo Bôscolo, Bárbara Nobrega Rodrigues, Patrícia Alves Ferreira, Luciano Elsinor Lopes, Vinicius Rodrigues Tonetti, Isabela Cristhina Reis dos Santos, Juliana Akemi Hiruma‐Lima, LAURA TEREZA DANTAS NÓBREGA NERY, Karoline Baptista De Lima, Jéssica Perozi, André Victor Lucci Freitas, Blandina Felipe Viana, Caio Antunes‐Carvalho, Dalton de Souza Amorim, Favízia Freitas de Oliveira, Milton Groppo, Maria Lúcia Absy, Renata Jimenez de Almeida Scabbia, Anderson Alves‐Araújo, Felipe Wanderley Amorim, Pablo A. P. Antiqueira, Yasmine Antonini, Camila Aoki, Daniele dos Santos Aragão, Tais Cristina Teixeira Balbino, Michele da Silva Ferreira Bandeira, Bruno Corrêa Barbosa, Maria Regina de Vasconcellos Barbosa, Gudryan Jackson Barônio, Leví Oliveira Barros, Mariana Beal‐Neves, Victor Martins Bertollo, Antônio Diego M. Bezerra, Cristiano Roberto Buzatto, Liedson Tavares Carneiro, Edílson Caron, Camila Silva Carpim, Emanuela Simoura Carvalho, Tuane Letícia Carvalho, Ludimila Juliele Carvalho‐Leite, Mainara Figueiredo Cascaes, Flávio Siqueira de Castro, Adriano Cavalleri, Eliana Cazetta, Monise Terra Cerezini, Luís Francisco Mello Coelho, Renato Colares, Guaraci Duran Cordeiro, Juliana Cordeiro, Angela Maria da Silva Corrêa, Fernanda Vieira da Costa, Cléber Covre, Renata Drummond Marinho Cruz, Oswaldo Cruz‐Neto, Léo Correia da Rocha‐Filho, Jacques Hubert Charles Delabie, Marcos da Costa Dórea, Viviany Teixeira do Nascimento, Jean Miguel Alves dos Santos, Marcelo Duarte, Marília Cristina Duarte, Olívia Maria Pereira Duarte, Julie Henriette Antoinette Dutilh, Betina Emerick Pereira, Gabrielly dos Santos Fabiano, Fernando Henrique Antoniolli Farache, Ana Paula Gelli de Faria, Geraldo Wilson Fernandes, Pedro Maria Abreu Ferreira, Maria Juliana Ferreira‐Caliman, Lívia Maria Negrini Ferreira, Túlio Freitas Filgueira de Sá, Edivani Villaron Franceschinelli, Greice Ayra Franco‐Assis, Frederico Fregolente Faracco Mazziero, Breno Magalhães Freitas, J. F. Teixeira de Freitas, Natália Arias Galastri, Leonardo Galetto, Caroline Tito Garcia, María T. Amela García, Nicole Luize Garcia, Carlos Alberto Garófalo, Irene Gélvez‐Zúñiga, Camila da Silva Goldas, Tadeu J. Guerra, Tânia Mara Guerra, Birgit Harter‐Marques, Juliana Hipólito, Rafael Kamke, Ricardo Pablo Klein, Elmo Borges de Azevêdo Koch, Paulo Landgref Filho, Sebastião Laroca, Cristiane Martins, Reinanda Lima, Taysla Roberta Almeida de Lima, Luiz Wilson Lima‐Verde, Elton John de Lírio, Ariadna Valentina Lopes, Andréa Pereira Luizi‐Ponzo, Isabel Cristina Machado, Tatiana Machado, Fabrício Severo Magalhães, Thiago Mahlmann, Cléa dos Santos Ferreira Mariano, Thamy Evellini Dias Marques, Felipe Martello, Celso Feitosa Martins, Mauricio Nogueira Martins, Rafael Martins, A.L.S. Mascarenhas, Geovana de Assis Mendes, Milton de Souza Mendonça, Luiz Menini Neto, Michaele Alvim Milward‐de-Azevedo, Adrianne Oliveira Miranda, Paula María Montoya‐Pfeiffer, Andreza Magro Moraes, Bruna Borges Moraes, Eduardo Freitas Moreira, Maria Santina de Castro Morini, Diego Moure˗Oliveira, Letícia Fabri De Nadai, Victor Hideki Nagatani, Michelle Helena Nervo, Frederico S. Neves, Jaílson Santos de Novaıs, Évellyn Silva Araújo‐oliveira, João Henrique Figueredo de Oliveira, Alípio J.S. Pacheco Filho, L. Palmieri, Martín Pareja, Marcella de Almeida Passarella, Nayra da Mata Passos, Hipólito Ferreira Paulino Neto, Ariane Luna Peixoto, Luciana Carvalho Pereira, Rodrigo Augusto Santinelo Pereira, Brenda Pereira‐Silva, Jimmy Pincheira‐Ulbrich, Mardiore Pinheiro, Augusto João Piratelli, Luciana Regina Podgaiski, Diego S. Polizello, Lívia Pires do Prado, Fábio Prezoto, Franciele Rosset de Quadros, Elisa Pereira Queiroz, Zelma Glebya Maciel Quirino, Ananza M. Rabello, Gabriela Rabeschini, Monna Myrnna Mangueira Ramalho, Flávio Nunes Ramos, Ludmila Rattis, Luiz Rezende, Caroline Ribeiro, Lizandra Jaqueline Robe, Ely Márley de Souza Ribeiro Rocha, Ricardo Ribeiro Rodrigues, Gustavo Q. Romero, Nádia Roque, William de Oliveira Sabino, Paulo Takeo Sano, Patricia da Silva Santana Reis, Fernando Silva dos Santos, Isabel Alves‐dos‐Santos, Francisco de Assis Ribeiro dos Santos, Igor S. Santos, Ricardo Sartorello, Hermes José Schmitz, Maria Rosângela Sigrist, Juvenal Cordeiro Silva, Ana Carolina Granero e Silva, Carolina Veronese Corrêa da Silva, Beatriz Symara Alves Vieira Silva, Bruna Leticia de Freitas Silva, Cláudia Inês da Silva, Fabiana Oliveira da Silva, Jéssica Luiza S. Silva, Nathalia Sampaio da Silva, Otávio Guilherme Morais da Silva, Carlos de Melo e Silva‐Neto, Edito Romão Silva Neto, Denise Tolfo Silveira, Maxwell Souza Silveira, Rodrigo B. Singer, Leiza A.S.S. Soares, Evelise Márcia Locatelli de Souza, Jana Magaly Tesserolli de Souza, Josefina Steiner, Mara Cristina Teixeira Gamarra, Bruno Trentín, Isabela Galarda Varassin, Gabriel Vila‐Verde, Vânia Nobuko Yoshikawa, Elisabete Maria Zanin, Mauro Galetti, Milton Cézar Ribeiro
Bibliographic record
VenueEcology · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant and animal studies
Canadian institutionsnot available
FundersMinistério da Ciência e TecnologiaFundação de Amparo à Pesquisa do Estado de São PauloFundação de Amparo à Pesquisa e Inovação do Estado de Santa CatarinaFundação de Amparo à Pesquisa do Estado de Minas GeraisFundação de Amparo à Pesquisa do Estado da BahiaConselho Nacional de Desenvolvimento Científico e TecnológicoConsejo Nacional de Investigaciones Científicas y TécnicasFundação de Apoio ao Desenvolvimento do Ensino, Ciência e Tecnologia do Estado de Mato Grosso do SulBundesministerium für Bildung und ForschungCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorFundação de Amparo à Ciência e Tecnologia do Estado de PernambucoVale Canada Limited
KeywordsInvertebrateEcologyAtlantic forestGeographyBiology
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.069
Threshold uncertainty score0.137
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 head0.081
GPT teacher head0.262
Teacher spread0.181 · 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 source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreDataset
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
Citations7
Published2022
Admission routes1
Has abstractyes