Bus ride: an ethnographic exercise in Cafezal Quarter <br>Passeio de ônibus: um exercício de etnografia no Bairro Cafezal
Bibliographic record
Abstract
This work studies ethnography with theory basis from Collier Jr; Achutti; Maffesoli. The research method is photography and the target population are workers and passengers of a bus line, the Cafezal (quarter in the outskirts of Londrina-PR). It is noted that even in the most regular situations, it is possible to capture significant elements for ethnographic research. <p><p>O trabalho estuda a etnografia com referencial teórico de Collier Jr; Achutti, Maffesoli. O método de pesquisa é a fotografia e o objeto de estudo são os funcionários e passageiros de um ônibus da linha Cafezal (bairro da periferia da cidade de Londrina – PR). Observa-se que, mesmo nas situações mais banais, pode-se colher bons elementos para uma pesquisa etnográfica.<p class="resumo0" style="margin: 0cm 0cm 0pt; text-align: justify;"> </p>
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".