Bibliographic record
Abstract
The fallout from Sunday's mass shooting in Orlando is being felt across the country in intensely personal ways. In New York City, people gathered for an impromptu vigil and rally outside the Stonewall Inn, the birthplace of the US gay rights movement. Security was high and the crowd was defiant in the face of America's largest mass shooting to date. VICE News spent the afternoon at Stonewall and spoke to people about how they're making sense of the tragedy. Read "After Orlando, Pride Festivals in Toronto, London, and New York All Boost Security” - [URL REMOVED] Read "New Details Emerge About Police Decision to Storm Orlando Club During Massacre” - [URL REMOVED] Subscribe to VICE News here: [URL REMOVED] Check out VICE News for more: [URL REMOVED] Follow VICE News here: Facebook: [URL REMOVED] Twitter: [URL REMOVED] Tumblr: [URL REMOVED] Instagram: [URL REMOVED] More videos from the VICE network: [URL REMOVED]
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 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) | 0.461 | 0.055 |
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; both teacher heads 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".