ANÁLISE COMPARATIVA DE TÉCNICAS ANESTÉSICAS NA CIRURGIA BARIÁTRICA: UMA META-ANÁLISE SOBRE ABORDAGENS COM USO TOTAL, POUPADOR E LIVRE DE OPIOIDES
Bibliographic record
Abstract
Esta meta-análise visa comparar três técnicas de uso de opioides no manejo pós-operatório de pacientes bariátricos, focando no controle da dor nas primeiras 24 horas, na redução de náuseas e vômitos e no uso de opioides. O estudo busca aprimorar as práticas anestésicas para garantir uma recuperação mais segura e eficiente. A pesquisa incluiu estudos observacionais e ensaios clínicos randomizados que abordaram o uso total, poupador e livre de opioides em pacientes bariátricos. Foram considerados desfechos como dor, náuseas e vômitos e uso de opioides nas primeiras 24 horas. Os dados foram extraídos manualmente por dois revisores, e o risco de viés foi avaliado com as ferramentas Newcastle-Ottawa e RoB-2. A análise foi realizada no software JASP, utilizando modelos de efeitos aleatórios e testes estatísticos como t de Student, ANOVA e análise post-hoc de Tukey.
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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 | 0.013 | 0.008 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.007 | 0.003 |
| Bibliometrics | 0.004 | 0.023 |
| Science and technology studies | 0.003 | 0.011 |
| Scholarly communication | 0.021 | 0.004 |
| Open science | 0.027 | 0.011 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.077 | 0.111 |
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; both teacher heads agree on what is shown here.
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".