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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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; a candidate call from one teacher head, 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".