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
1991 An afternoon in late 1991 found me on a Sydney bus reading Brett Easton Ellis’ American Psycho (1991). A disembarking passenger paused at my side and, as I glanced up, hissed, ‘I don’t know how you can read that filth’. As she continued to make her way to the front of the vehicle, I was as stunned as if she had struck me physically. There was real vehemence in both her words and how they were delivered, and I can still see her eyes squeezing into slits as she hesitated while curling her mouth around that final angry word: ‘filth’. Now, almost fifteen years later, the memory is remarkably vivid. As the event is also still remarkable; this comment remaining the only remark ever made to me by a stranger about anything I have been reading during three decades of travelling on public transport. That inflamed commuter summed up much of the furore that greeted the publication of American Psycho. More than this, and unusually, condemnation of the work both actually preceded, and affected, its publication. Although Ellis had been paid a substantial U.S. $300,000 advance by Simon & Schuster, pre-publication stories based on circulating galley proofs were so negative—offering assessments of the book as: ‘moronic … pointless … themeless … worthless (Rosenblatt 3), ‘superficial’, ‘a tapeworm narrative’ (Sheppard 100) and ‘vile … pornography, not literature … immoral, but also artless’ (Miner 43)—that the publisher cancelled the contract (forfeiting the advance) only months before the scheduled release date. CEO of Simon & Schuster, Richard E. Snyder, explained: ‘it was an error of judgement to put our name on a book of such questionable taste’ (quoted in McDowell, “Vintage” 13). American Psycho was, instead, published by Random House/Knopf in March 1991 under its prestige paperback imprint, Vintage Contemporary (Zaller; Freccero 48) – Sonny Mehta having signed the book to Random House some two days after Simon & Schuster withdrew from its agreement with Ellis. While many commented on the fact that Ellis was paid two substantial advances, it was rarely noted that Random House was a more prestigious publisher than Simon & Schuster (Iannone 52). After its release, American Psycho was almost universally vilified and denigrated by the American critical establishment. The work was criticised on both moral and aesthetic/literary/artistic grounds; that is, in terms of both what Ellis wrote and how he wrote it. Critics found it ‘meaningless’ (Lehmann-Haupt C18), ‘abysmally written … schlock’ (Kennedy 427), ‘repulsive, a bloodbath serving no purpose save that of morbidity, titillation and sensation … pure trash, as scummy and mean as anything it depicts, a dirty book by a dirty writer’ (Yardley B1) and ‘garbage’ (Gurley Brown 21). Mark Archer found that ‘the attempt to confuse style with content is callow’ (31), while Naomi Wolf wrote that: ‘overall, reading American Psycho holds the same fascination as watching a maladjusted 11-year-old draw on his desk’ (34). John Leo’s assessment sums up the passionate intensity of those critical of the work: ‘totally hateful … violent junk … no discernible plot, no believable characterization, no sensibility at work that comes anywhere close to making art out of all the blood and torture … Ellis displays little feel for narration, words, grammar or the rhythm of language’ (23). These reviews, as those printed pre-publication, were titled in similarly unequivocal language: ‘A Revolting Development’ (Sheppard 100), ‘Marketing Cynicism and Vulgarity’ (Leo 23), ‘Designer Porn’ (Manguel 46) and ‘Essence of Trash’ (Yardley B1). Perhaps the most unambiguous in its message was Roger Rosenblatt’s ‘Snuff this Book!’ (3). Of all works published in the U.S.A. at that time, including those clearly carrying X ratings, the Los Angeles chapter of the National Organization for Women (NOW) selected American Psycho for special notice, stating that the book ‘legitimizes inhuman and savage violence masquerading as sexuality’ (NOW 114). Judging the book ‘the most misogynistic communication’ the organisation had ever encountered (NOW L.A. chapter president, Tammy Bruce, quoted in Kennedy 427) and, on the grounds that ‘violence against women in any form is no longer socially acceptable’ (McDowell, “NOW” C17), NOW called for a boycott of the entire Random House catalogue for the remainder of 1991. Naomi Wolf agreed, calling the novel ‘a violation not of obscenity standards, but of women’s civil rights, insofar as it results in conditioning male sexual response to female suffering or degradation’ (34). Later, the boycott was narrowed to Knopf and Vintage titles (Love 46), but also extended to all of the many products, companies, corporations, firms and brand names that are a feature of Ellis’s novel (Kauffman, “American” 41). There were other unexpected responses such as the Walt Disney Corporation barring Ellis from the opening of Euro Disney (Tyrnauer 101), although Ellis had already been driven from public view after receiving a number of death threats and did not undertake a book tour (Kennedy 427). Despite this, the book received significant publicity courtesy of the controversy and, although several national bookstore chains and numerous booksellers around the world refused to sell the book, more than 100,000 copies were sold in the U.S.A. in the fortnight after publication (Dwyer 55). Even this success had an unprecedented effect: when American Psycho became a bestseller, The New York Times announced that it would be removing the title from its bestseller lists because of the book’s content. In the days following publication in the U.S.A., Canadian customs announced that it was considering whether to allow the local arm of Random House to, first, import American Psycho for sale in Canada and, then, publish it in Canada (Kirchhoff, “Psycho” C1). Two weeks later, when the book was passed for sale (Kirchhoff, “Customs” C1), demonstrators protested the entrance of a shipment of the book. In May, the Canadian Defence Force made headlines when it withdrew copies of the book from the library shelves of a navy base in Halifax (Canadian Press C1). Also in May 1991, the Australian Office of Film and Literature Classification (OFLC), the federal agency that administers the classification scheme for all films, computer games and ‘submittable’ publications (including books) that are sold, hired or exhibited in Australia, announced that it had classified American Psycho as ‘Category 1 Restricted’ (W. Fraser, “Book” 5), to be sold sealed, to only those over 18 years of age. This was the first such classification of a mainstream literary work since the rating scheme was introduced (Graham), and the first time a work of literature had been restricted for sale since Philip Roth’s Portnoy’s Complaint in 1969. The chief censor, John Dickie, said the OFLC could not justify refusing the book classification (and essentially banning the work), and while ‘as a satire on yuppies it has a lot going for it’, personally he found the book ‘distasteful’ (quoted in W. Fraser, “Sensitive” 5). Moreover, while this ‘R’ classification was, and remains, a national classification, Australian States and Territories have their own sale and distribution regulation systems. Under this regime, American Psycho remains banned from sale in Queensland, as are all other books in this classification category (Vnuk). These various reactions led to a flood of articles published in the U.S.A., Canada, Australia and the U.K., voicing passionate opinions on a range of issues including free speech and censorship, the corporate control of artistic thought and practice, and cynicism on the part of authors and their publishers about what works might attract publicity and (therefore) sell in large numbers (see, for instance, Hitchens 7; Irving 1). The relationship between violence in society and its representation in the media was a common theme, with only a few commentators (including Norman Mailer in a high profile Vanity Fair article) suggesting that, instead of inciting violence, the media largely reflected, and commented upon, societal violence. Elayne Rapping, an academic in the field of Communications, proposed that the media did actively glorify violence, but only because there was a market for such representations: ‘We, as a society love violence, thrive on violence as the very basis of our social stability, our ideological belief system … The problem, after all, is not media violence but real violence’ (36, 38). Many more commentators, however, agreed with NOW, Wolf and others and charged Ellis’s work with encouraging, and even instigating, violent acts, and especially those against women, calling American Psycho ‘a kind of advertising for violence against women’ (anthropologist Elliot Leyton quoted in Dwyer 55) and, even, a ‘how-to manual on the torture and dismemberment of women’ (Leo 23). Support for the book was difficult to find in the flood of vitriol directed against it, but a small number wrote in Ellis’s defence. Sonny Mehta, himself the target of death threats for acquiring the book for Random House, stood by this assessment, and was widely quoted in his belief that American Psycho was ‘a serious book by a serious writer’ and that Ellis was ‘remarkably talented’ (Knight-Ridder L10). Publishing director of Pan Macmillan Australia, James Fraser, defended his decision to release American Psycho on the grounds that the book told important truths about society, arguing: ‘A publisher’s office is a clearing house for ideas … the real issue for community debate [is] – to what extent does it want to hear the truth about itself, about individuals within the community and about the governments the community elects. If we care about the preservation of standards, there is none higher than this. Gore Vidal was among the very few who stated outright that he liked the book, finding it ‘really rather insp
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 | 0.001 | 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) | 0.000 | 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