Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
All of these melancholies were qualified indeed by one redeeming reflection—the sense of how little, for a good while past . . . I had been producing. I did say to myself "Produce again—produce; produce better than ever and all will yet be well." Henry James to W. D. Howells, January 22, 1895 Henry James's literary career reached what was probably its nadir on January 5, 1895, when, on the opening night of his play Guy Domville, James was booed, jeered, and even assaulted with tomatoes by a literally riotous crowd.1 This spectacular rejection left James, who in any event tended toward depression, feeling that he had "fallen upon evil days—every sign or symbol of one's being in the least wanted, anywhere or by anyone, having so utterly failed."2 Even a year after the incident, James would write: "In spite of my gain of private quiet I have suffered very acutely by my loss of public."3 James's inability to capture a theatrical audience reverberated with special emotional force because his foray into playwriting had been an attempt to redress an earlier failure to keep the audience that had existed for his novels and stories. The process began in the late 1880s, when the sales of his novels declined and he ceased being able to publish in The Atlantic. This journal, probably the most popular literary magazine of his time, had serialized almost all of his early novels, providing James with a regular place to publish, a reliable income, and a secure sense of readership.4 However, the literary public sphere changed rather dramatically in the late 1880s and early 1890s as a modern mass culture originated in the United States.5 The hegemony of The Atlantic ended as picture magazines like Ladies Home Journal, McClure's, and others gained unprecedentedly large circulations. For the first time, magazines made their money not on subscriptions but from advertising revenue. Their function was to provide audiences—the bigger the better—to advertisers, and the "literature" thus had the [End Page 103] primary function of attracting that advertising audience. This development was a major step in what Adorno and Horkheimer called the "amalgamation" of advertising and culture, and James, like many writers, had a difficult time adjusting. This was not only because he chafed at the need to subordinate his authorial aspirations to the aims of advertising but also because, as Meredith McGill has put it, the changes produced a rupture "between the available models of authorship and the conditions of publication they sought to describe."6 One response to this situation was the creation of modernist and avant-garde journals for smaller, avowedly not general, audiences.7 James would eventually move in this direction, but in 1895 he had not given up the hope of resisting the amalgamation with advertising while still managing to achieve the sensation produced by the "audible vibration" of a sizable reading public. Indeed, depressed by loss upon loss, he desired to feel that vibration more than ever. He hoped to write his way out of his depression, reminding himself that the key was to "produce. . . produce; produce better than ever and all will yet be well."8 Just a few days after the Guy Domville debacle, while vacationing in the English countryside, James heard the story that would become the basis for the production that restored his sense of readership, The Turn of the Screw.9 It concerns a poor woman who is hired by a wealthy, attractive bachelor to take care of his nephew and niece at a luxurious country estate. She is thoroughly charmed by the "gorgeous" children, Miles and Flora, the estate itself, and the general sense of privilege that attaches to the position. However, things almost immediately start to unravel, as Miles is kicked out of school, and then she starts seeing ghosts around the estate. They are ghosts, she gradually comes to realize, of a now deceased servant and erstwhile governess, who, she learns through innuendo...
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.
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 | 0.000 | 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 it