Assimilate: a critical history of industrial music
Bibliographic record
Abstract
Introduction 1. A Fading Vision Lost in Time 2. The Pan-Revolutionary 3. The I-Word Part 1: Technology and the Preconditions of Industrial Music I. Italian Futurism 1. Industry 2. The Aesthetics of the Machine 3. Crash II. William S. Burroughs 1. Junkie 2. The Control Machines 3. Brainwashing and the Conflation of Authority 4. Mediatic Verses 5. The Cut-Up 6. Process as Composition 7. Media 8. Techno-Ambivalence III. Industrial Music and the Avant-Garde 1. Noise and Revisionism 2. The Revolutionary Class Part 2: Industrial Geography IV. Northern England 1. Progress in Hell 2. The Original Sound of Sheffield 3. Meatwhistle and ClockDVA 4. Throbbing Gristle 5. Manchester in the Shadow of War V. Berlin 1. An Island Out of This Planet 2. Strategies Against Architecture 3. German-ness 4. Ingenious Dilettantes 5. West Germany Beyond Berlin VI. San Francisco 1. Madness in Any Direction, at Any Hour 2. Monte Cazazza and Self-Propaganda 3. Z>'ev and Survival Research Laboratories 4. Factrix and Chrome VII. Mail Art, Tape Technology, and the Network 1. Fluxus and UFOs 2. A History of Tape Trading 3. Taping as a Political Act 4. The Eternal Network 5. A Virtual Scene Part 3: Industrial Music as Music VIII. The Tyranny of the Beat: Dance Music and Identity Crisis 1. Those Heady Days of Idealism Are Over 2. Irony 3. Technology and Rhythm 4. Futurist Pop 5. Pleasure 6. Industrial Identity IX. : England 1981-1985 1. The Mission is Terminated 2. London 3. Beyond London X. Body to Body: Belgian EBM 1981-1985 1. A Satellite State 2. Luc Van Acker 3. Front 4. Musical Order 5. Bodily Order XI. Industrial Music as a Theatre of Cruelty 1. Artaud-Damaged 2. Theatricalities of All Kinds XII. She's a Sleeping Beast: Skinny Puppy and the Feminine Gothic 1. From Pop to Puppy 2. Vancouver's Fertile Ground 3. Disrupting Maleness 4. The Feminine Gothic Part 4: People and Industrial Music XIII. Wild Planet: WaxTrax! Records and Global Dance Scenes 1. Industrial Music and the Mainstream 2. The Beginnings of WaxTrax! 3. Ministry 4. Mixing and Merging 5. The Business of Chaos 6. Clubbing and Participatory Culture 7. New Beat 8. The WaxTrax! Heyday XIV. Q: Why Do We Act Like Machines? A: We Do Not. 1. Pretty Hate Machine 2. Industrial Harmony 3. Language, the Self, and Gender 4. Get Me an Industrial Band 5. Resembling the Machine XV. Death 1. Death as Event 2. Death as Metaphor 3. Death as Fashion 4. New Life XVI. Wonder 1. Covenant and the Ubiquitous Sublime 2. Apoptygma Berzerk and the Spontaneous Sublime 3. VNV Nation and the Unthinkable Sublime 4. The Futurepop Backlash 5. Clubbed to Death 6. The Longevity of Industrial Bands 7. Industrial Music Is Dead? Part 5: Meaning and Revolution XVII. Back and Forth: Industrial Music and Fascism 1. Extremism as the Norm 2. Silent Politics 3. Loud Apolitics 4. The Effects of Fascism's Spectre 5. Fascist Assimilation 6. The Hidden Reverse XVIII. White Souls in Black Suits: Industrial Music and Race 1. Whiteness 2. The Inheritance of Blues, Jazz, and Dub 3. Exotica, Caricature, and the Techno-Oblivious 4. Technology and Racial Engagement 5. Black and White 6. Repetition and the English Ballad XIX. Is There Any Escape for Noise? 1. Unpalatable Truths 2. The First Two Options 3. Transgression as Law 4. The Future Happened Already 5. Pleasure, Flag Planting, and Revolution 6. The Third Mind
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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 | 0.001 |
| 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) | 0.079 | 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".