Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Alguns institutos da Administração de Pessoal, contudo, ultrapassam os limites estreitos desse conceito, e dentre eles desponta, pela sua magnitude, o do Treinamento — considerado o termo em seu sentido genérico. Realmente, é da máxima importância libertar e desenvolver a potencialidade do funcionalismo, através de incentivos de natureza diversa, tal como — e apenas para exemplificar — situação socioeconômica compatível com o trabalho que executa. Mas o instrumento essencial desse desenvolvimento há de ser, obrigatória e naturalmente, o treinamento funcional, que se traduz, no dizer de A. FONSECA PIMENTEL, no “conjunto de meios e processos pelos quais um indivíduo é adestrado e aperfeiçoado na execução de determinada atividade ou tarefa”.
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.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.017 | 0.001 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it