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Record W4416363203 · doi:10.36660/abc.20250624

Diretriz Brasileira de Hipertensão Arterial – 2025

2025· article· en· W4416363203 on OpenAlexaff
Andréa Araújo Brandão, Cibele Isaac Saad Rodrigues, Luiz Aparecido Bortolotto, Anderson da Costa Armstrong, Rogério Andrade Mulinari, Audes D. M. Feitosa, Marco Antônio Mota Gomes, Eduardo Costa Duarte Barbosa, José A. Moura-Neto, Mário Fritsch Neves, Weimar Kunz Sebba Barroso, C. L. M. Forjaz, Márcia Regina Simas Torres Klein, Fernando Nobre, Paulo César Brandão Veiga Jardim, Celso Amodeo, Rogério Baumgratz de Paula, Sebastião Rodrigues Ferreira Filho, João Roberto Gemelli, José Fernando Vilela-Martin, Elizabeth Silaid Muxfeldt, Décio Mion, Marcus Vinícius Bolívar Malachias, Carlos Alberto Machado, Fernando Antônio de Almeida, Alexandre Jorge Gomes de Lucena, Álvaro Avezum, Amaury Zatorre Amaral, Ana Flávia Moura, Ana Lúcia Rego Fleury de Camargo, Andrea Pio-Abreu, Andrei C. Spósito, Ângela Maria Geraldo Pierin, Annelise Machado Gomes de Paiva, Antônio Gabriele Laurinavicius, Carlos Eduardo Poli‐de‐Figueiredo, Dilma do Socorro Moraes de Souza, Elizabete Viana de Freitas, Emilton Lima Júnior, Érika Maria Gonçalves Campana, Fábio Argenta, Fernanda Marciano Consolim‐Colombo, Fernanda Salomão Gorayeb-Polacchini, Flávio Borelli, Frida Liane Plavnik, Giovänio Vieira da Silva, Grazia Maria Guerra, Heno Ferreira Lopes, José Augusto Soares Barreto-Filho, Juan Carlos Yugar‐Toledo, Leda Lotaif, L COSTA, Lucélia Batista Neves Cunha Magalhães, Luciano F. Drager, Luis Cuadrado Martín, Luíz Cesar Nazário Scala, Maria Eliane Campos Magalhães, Maria Eliete Pinheiro, Maria Emília Figueiredo Teixeira, Osni Moreira Filho, O Passarelli Júnior, Otávio Rizzi Coelho, Renault Mattos Ribeiro Júnior, Roberto Dischinger Miranda, Rodrigo Bezerra, Rodrigo Pinto Pedrosa, Rogério Toshiro Passos Okawa, Rui Póvoa, Sandra L. Amaral, Sayuri Inuzuka, Sérgio Kaiser, Sheyla Cristina Tonheiro Ferro da Silva, Tânia Plens Shecaira, Vera Hermina Kalika Koch, Wilson Nadruz

Bibliographic record

VenueArquivos Brasileiros de Cardiologia · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth, Nursing, Elderly Care
Canadian institutionsMcMaster University
Fundersnot available
Keywordsnot available

Abstract

fetched live from OpenAlex
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 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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.154
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.049
GPT teacher head0.408
Teacher spread0.359 · 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.

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".

Quick stats

Citations17
Published2025
Admission routes1
Has abstractno

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