Bibliographic record
Abstract
🎵 Laffey - Umbrella 💡 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 ✔️ Download Video & Pictures (Etoile): https://www.dropbox.com/scl/fo/qt8rmqjkpyoq0lc94rvlo/ABVQaUKP1mjIyub9lUxPfYA?rlkey=o3haxdrxp7frqzgusqmuzp5md&st=blap1pm0&dl=0 --- 🎵 MUSIC: 🤴 Laffey 📌 Lofi Records: https://lofigirl.com/artists/laffey 📌 Youtube: https://www.youtube.com/channel/UCBesQjagD9tuwL1K2tQmKGg 📌 Apple Music: https://music.apple.com/artist/laffey/1369405910 📌 Soundcloud: https://soundcloud.com/prodbylaffey 📌 Twitter: https://twitter.com/laffey_ 📌 Deezer: https://www.deezer.com/artist/49073151 📌 Spotify: https://open.spotify.com/artist/7LWdcPFBFcRaamGjIJbPV7 --- ~~~ 🎥 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/S92c-QF8nfY 📋 WHAT ? 🔽 🌟 Laffey | The Silent Path 💫 Lo Fi/Thinking Vibes Music World 🌌 Creative Common Music ✨ Music Universe ( 🎵 ) 📝 Type : 🎵 Music ( 🔊 Instrumental) 🍸 Chill/Cool 🌆 Hip Hop 🐨 Calm 🔧 Lofi 🏕️ Ambient 💓 Beat 🌬️ Airy 🎺 Musical Instruments : 🎹 Synthesizer 🥁 Drum kit 🥁 Percussion 🎸 Electric Guitar 🎹 Piano 🔊 Language : 🗺️ International ( 🇬🇧 description in English) 🕵 WHO ? 🔽 🎵 Music by Laffey 📡 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 (Laffey) [Video Montage eMotion] 🇫🇷 France (Laurent Guidali) [Movie] 🇷🇺 Russia (Andreï Tarkovsky) 🕓 WHEN ? 🔽 🎆 1975 [Movie] 🎆 2025 [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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.793 | 0.646 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".