Bibliographic record
Abstract
EP11's locales are all above the 50th parallel, and the opening narration sets the tone: “ For the first time in history, the vacuum that is the top of the world is filled by major powers who meet there and clash… . As the earth shrinks in circumference, so do the routes that link Allies together, so do the avenues along which enemies attack.” This episode circles the globe west-to-east beginning in Alaska, next quickly covering the 1941–42 British and Canadian commando actions in Norway. Further east, we then follow imperiled Allied convoys sailing from Scotland to Murmansk via the North Atlantic and Arctic oceans. The program concludes with a return to the North Pacific, where the Aleutian Islands are both America's closest approach to its ally Russia and the site of Japan's 1942–43 invasion. Musically, the EP11 score is often atmospheric, tense, and unmelodic, though there are several newsreel-type scenes that might have been agreeably accompanied by a new concert march. This episode has the most cold-weather footage in Victory , prompting stark, icy scoring from Bennett that is singular in the series. There's one new Rodgers theme, the lighthearted FIDDLE-GTR. Though Bennett nearly always gives each Rodgers Victory theme a straightforward debut, he sometimes introduces his own tunes by a fragment—as seen in EPs 17, 28, 22, and 24—only later revealing the melody in complete form. His EP11 approach is still different, deriving a good deal of music from a dissonant three-note “cell” of a minor second interval atop a perfect fifth—see [C] . Bennett gives the “cell” a variety of harmonic and rhythmic-melodic identities from 4:07 through the string-tremolo chords at EP11's conclusion; the variations of the “cell” are marked with an X in this chapter's musical examples. EP11 opens with an American B-17's takeoff and weather patrol in Alaska's desolation, paired with distinctive bleak and wintry scoring [A] . The NBC Symphony double reeds get several solo moments in EP11, first with [B] , beginning at 1:33, as oboe, English horn, and bassoon are heard in turn. After 1:55 is a cross-dissolve to an animation viewing the globe from above the North Pole. Highlighted are EP11's three upcoming Scandinavian locales. The first of these, at 2:22, is the Royal Navy's “Operation Claymore” raid of March 1941 on Norway's German-held Lofoten Islands.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.168 | 0.040 |
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".