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
ABSTRACT – This article lays out a theoretical framework through which the journalist’s body is rendered both visible and accountable. Drawing on ethnographic and geographic scholarship, it argues that the journalist’s body serves as a sensor, as a transducer (Helmreich, 2007), and as a depository. Conceiving the journalist’s body as an instrument that simultaneously senses, transforms, and stores information opens the door to a rich and nuanced understanding of how sensing bodies participate in and contribute to the journalistic endeavor, both practically and epistemologically.RESUMO – Este artigo expõe um quadro teórico no qual o corpo jornalístico é apresentado de forma visível e explicável. Com base em um conhecimento etnográfico e geográfico, argumenta que o corpo jornalístico atua como um sensor, como um transdutor (Helmreich, 2007) e como um depositário. A concepção do corpo jornalístico como um instrumento que simultaneamente sente, transforma e armazena a informação abre espaço para uma compreensão rica e nuançada de como o corpo sensitório participa e contribui para o esforço jornalístico, tanto do ponto de vista prático como epistemológico.RESUMEN – – Este artículo expone un marco teórico a través del cual el cuerpo del periodista es presentado de forma visible y relatable. Basándose en el conocimiento etnográfico y geográfico, sostiene que el cuerpo del periodista sirve como sensor, como transductor (Helmreich, 2007) y como depositario. Concebir el cuerpo del periodista como un instrumento que simultáneamente siente, transforma y almacena información abre la puerta a una comprensión rica y matizada de cómo los cuerpos sensoriales participan y contribuyen al esfuerzo periodístico, tanto práctica como epistemológicamente.
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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.034 | 0.003 |
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