Bibliographic record
Abstract
Throughout the David story, Joab is a complex and intriguing character. He frequently disregards or undermines the king’s authority, yet it is possible to argue that his actions are crucial for David’s hold on power to continue. A noticeable pattern of ‘interpretative license’ emerges when Joab’s conduct is analyzed through the numerous vicissitudes in the course of the narrative. Such interpretative license is acutely seen in 2 Samuel 11, where Joab receives David’s letter outlining the manner in which Uriah is to be killed, yet proceeds to implement his own version of the king’s plan. This act of ‘reader-response criticism’, as it is rather playfully appropriated in this study, is consistent with a number of Joab’s other (mis)deeds in the narrative. While his interpretative license arguably benefits his employer, in the end it would appear as though this kind of hermeneutical creativity has lethal consequences for Joab once Solomon enters the scene.
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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 | 0.011 | 0.049 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.015 | 0.029 |
| Scholarly communication | 0.018 | 0.009 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.009 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".