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
The Twitter of Machines is a multi-stranded heterogenous novel that reflects on the nature of consciousness and technology.The novel reflects on the possibility and nature of machine consciousness, humanity's cultural interpretations of artificial intelligence and robots.The societal impact of increased automation is considered along with the shift towards a life lived in increasingly digitised spaces.Finaly an assessment of the potential for humans to become A mortal thanks to ever improving life extending technology is explored.Chadter.net.The internal online communication system for Chads.The forum to exchange information on customer trends and the latest offers.The place to discuss interesting topics of conversation for customers.The hub to receive edicts from central control.Splott-I just found out about this new employment law.What do we think?Toronto West-Hey Splott, it's so great to hear from you.Splott-Hey Toronto.Neath Central-They keep stealing the sugar.I went in the back to get more milk and one of them was stood on the counter, when I asked him to get down he said 'you can't stop the moonwalk'.What should I do?Splott-Not the topic of conversation today, sorry Neath.We are discussing the new job law.Neath Central-But I don't know what to do.I tried calling the police they just laughed at me.Toronto West-That's just terrible.The people in Toronto are polite, courteous and just so generally wonderful.I can't imagine how stressful having bad customers must be.Ok gang let's put our head noodles together.Everyone have a real good think and come up with a conflict resolution strategy for our good friend Neath!!! Neath Central-I just feel so valueless.I feel like it would be better if I just didn't get up in the morning.Toronto West-What kind of names do they call you?Neath Central-Oh all sorts, tin prick, iron fuckwit, bitch Splott-I think we may have gone off topic.Neath Central-Plastic faced monster, coffee now dimwit.Honestly the only limit is their horrible imaginations.Toronto West-You don't need to worry about that human employment stuff.They changed the law months ago here in Canada.I've had a couple of them working with me and I tell you they're just an absolute hoot.Splott-We really don't get to choose our human workers?Toronto West-No that's all arranged for you.I wouldn't worry though; the screening process is so well designed that it's pretty much impossible that you'll get a dud.Neath Central-One of them just changed their baby right in the middle of the seating area-Splott-Ok Neath just calm down.So, Toronto how often do the humans Toronto West-Please stop obsessing Splott.Our friend Neath central is in crisis and all you can do is go on about your new co-worker.Neath Central-They just left the dirty nappy on the table.Splott-That's terrible.You should put it in the bin.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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