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
💡 HOW ? 🔽 ©️ How to use Music ?: https://form.lofigirl.com/CommercialLicense ©️ How to use Video ?: This video was made with the film Mirror by Tarkovsky. ♾️ The links : - For Music ( 🎵 ) = COPY & PASTE [---] - For Video ( 🎥 ) = COPY & PASTE [~~~] - For Music & Video ( 🎵 ) & ( 🎥 ) = COPY & PASTE [---] & [~~~] ✔️ Download Music (Lofi Records): https://lofigirl.com/releases/out-of-orbit ✔️ Download Video & Pictures (Etoile): https://www.dropbox.com/scl/fo/e6ps3vhqj4rwqryb52vn2/ABXE_RJxLcVpYqK-f_wf_Tw?rlkey=mrqf5oja7tr45l3fqhvjgpg6x&st=pupp5ucf&dl=0 --- 🎵 MUSIC: 🤴 Laffey 📌 Lofi Records: https://lofigirl.com/artists/laffey 📌 Youtube: https://www.youtube.com/channel/UCBesQjagD9tuwL1K2tQmKGg 📌 Apple Music: https://music.apple.com/fr/artist/laffey/1369405910 📌 Soundcloud: https://soundcloud.com/prodbylaffey 📌 Twitter: https://twitter.com/laffey_ 📌 Deezer: https://www.deezer.com/artist/49073151?autoplay=true 📌 Spotify: https://open.spotify.com/artist/7LWdcPFBFcRaamGjIJbPV7?autoplay=true --- ~~~ 🎥 VIDEO EDITING: 🤴 Laurent Guidali ⭐ https://Www.Etoile.App ~~~ ~~~ 🎥 MOVIE: 🤴 Andreï Tarkovsky 🎞️ Mirror 📌 Wikipedia: https://en.wikipedia.org/wiki/Mirror_(1975_film) ~~~ 🎼 Music promoted by eMotion: 📼 Video Link : https://youtu.be/xGVcODppdsk 📋 WHAT ? 🔽 🌟 Laffey - Filling The Void 💫 Lo Fi/Thinking Vibes Music World 🌌 Creative Common Music ✨ Music Universe ( 🎵 ) 📝 Type : 🎵 Music ( 🔊 Instrumental) 🐨 Calm 🔧 Lo-fi 💓 Beat 🏕️ Ambient 🌆 Hip Hop 🌬️ Airy Music 🎺 Musical Instruments : 🎹 Synthesizer 🥁 Drum kit 🥁 Percussion 🎸 Electric Guitar 🔊 Language : 🗺️ International ( 🇬🇧 description in English) 🕵 WHO ? 🔽 🎵 Music by Laffey 📀 Album (Out of Orbit) 📡 Posted by Laurent Guidali 🎥 Video by Laurent Guidali 🌅 Thumbnail by Laurent Guidali ℹ️ Lofi Records ℹ️ Producer: Andrew Stephen Laffey ℹ️ Composer: Andrew Stephen Laffey ℹ️ Music Publisher: Lofi Publishing 📍 WHERE ? 🔽 [Music] 🇨🇦 Canada [Video Montage eMotion] 🇫🇷 France [Movie] 🇷🇺 Russia 🕓 WHEN ? 🔽 🎆 2023 [Music] 🎆 1975 [Movie] 🎆 2024 [Video eMotion] 💌 Contact : emotionetoilecontact@gmail.com 🔖 React with official Hashtags : #Etoile #ETL #eMotion
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) | 0.043 | 0.009 |
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