Ethnographical prospection of the religious change in the city of Manizales
Bibliographic record
Abstract
El trabajo tiene como objetivo presentar una prospección etnográfica de las iglesias evangélicas existentes en la ciudad de Manizales, a partir del registro, reconocimiento y clasificación de las diferentes denominaciones. La información obtenida mediante encuestas y entrevistas presenta, en primer lugar, indicadores generales sobre el aumento del número de estas iglesias en las últimas seis décadas y su creciente expansión en la ciudad. En segundo lugar, se expresan algunos rasgos generales acerca del significado de la experiencia de la conversión religiosa, a partir de testimonios recogidos en el trabajo de campo. En tercer lugar, el artículo señala a manera de hipótesis general aquellos factores sociales, globales y locales, que han podido incidir en el auge de las iglesias evangélicas en Manizales. Para concluir se hacen algunas sugerencias acerca de posibles temáticas de interés que permitan hacer seguimiento al fenómeno y profundizar en su análisis.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".