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Record W3038560288 · doi:10.1590/0102-311x00157720

Promovendo o bem comum em tempos de COVID-19: a perspectiva da Inovação Responsável em Saúde

2020· article· pt· W3038560288 on OpenAlexaff
Hudson Silva, Robson Rocha de Oliveira, Renata Pozelli Sabio, Pascale Lehoux

Bibliographic record

VenueCadernos de Saúde Pública · 2020
Typearticle
Languagept
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)HumanitiesMedicinePhilosophyInternal medicine

Abstract

fetched live from OpenAlex

A pandemia de COVID-19 um dos problemas de sade pblica mais graves das ltimas dcadas. Em 10 de junho de 2020, aproximadamente 7,3 milhes de casos e 413 mil mortes haviam sido oficialmente notificados no mundo todo 1 . Embora muitos pases tenham conseguido achatar a curva de infeco pelo SARS-CoV-2, a situao particularmente grave na Amrica Latina, regio considerada recentemente o novo epicentro da pandemia segundo a Organizao Mundial da Sade. Diante desse cenrio, agravado pela inexistncia de vacina ou tratamento eficaz contra a COVID-19, diversas solues tm sido propostas para o seu enfrentamento. Tais solues incluem testes para rastreamento e confirmao diagnstica 2 , intervenes no farmacolgicas de alcance individual, ambiental e comunitrio para reduzir a velocidade de transmisso do vrus 3 e tecnologias para

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)0.003
metaresearch head score (Gemma)0.019
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.486
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.002

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 head0.092
GPT teacher head0.351
Teacher spread0.258 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreCommentary

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
Published2020
Admission routes1
Has abstractyes

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