Bibliographic record
Abstract
Abstract: Christian metal (CM) music provides a good example of how religious discourse is undergoing change in today’s world. CM merges religion with popular cultural forms and ways of expression, thereby also transforming the meaning of religion and religious practice. However, the phenomenon has attracted surprisingly little scholarly attention; most writers have treated CM as yet another example of North American Contemporary Christian Music (CCM). The present article takes a detailed look into what is “said” by Finnish CM groups with a particular focus on religious ideology in a context outside the original national and religious context of the genre. Drawing on the sociology of language and religion (SLR; Omoniyi 2010b; Omoniyi and Fishman 2006) and the idea of dialogicality as an inherent property of language (Bakhtin 1984), it studies the representation of one figure with a spiritual quest and of another with a solution to this and how these two are used in CM song lyrics to embody an overcoming of spiritual and existential questions through engaging in a dialogue with the aim of prompting conversion into Christianity. The analysis of this will contribute to a broader picture of CM religiosity in songs by Finnish CM groups.
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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".