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
Our crew today: Dr. Steph, Captains Nick and Jeff, Nick Camacho, and Producer Liz Pyper. Join us for the latest in aviation news, your feedback, and this week's Plane Tale: "Flight 574 and the Banning of Indonesia." Photo Credit: Nick Anderson ?[00:03:40] NEWS ?[00:03:59] FINAL REPORT - Air Canada Incident Boeing 777-333ER C-FITW Hong Kong-Chek Lap Kok International Airport (HKG) ?[00:23:05] Accident: BoA B733 at La Paz on Aug 3rd 2019, Main Wheels Rotate in Relation to Gear Strut ?[00:38:02] UPDATE - Verizon, AT&T Agree to Delay 5G Network Rollout in U.S. After Aviation Safety Concerns ?[00:45:00] British Airways to Debut BA Euroflyer Ops from 2Q22 ?[00:48:24] United Airlines Flight Attendant Works For 23 Years With Stolen Identity ?[00:53:39] Accident: SA Airlink JS41 at Venetia Mine on Jan 3rd 2022, bird strike disintegrates propeller, cabin punctured ?[01:01:26] GETTING TO KNOW US ?[01:16:15] COFFEE FUND ?[01:23:28] FEEDBACK ?[01:23:42] Keith - Why I Chose the Sport Pilot Certificate ?[01:46:03] Dr. Dan - Lear Crash in El Cajon (San Diego) ?[01:59:23] ?Stephen - Do You Call This a Stable Approach? [02:04:00] PLANE TALES - Flight 574 and the Banning of Indonesia ?[02:30:14] Texas Anla'Shok - This and That ?[02:34:38] Tim - Beat Up Old Jetliner ?[02:39:48] Andy - Jumping Emergencies ?[02:50:11] Paul - APGitus? ?[02:54:11] Bruce - "Twirl"??? ?[03:00:30] The Geezer - Capt Nick Barnstorming Again? VIDEO Don't see the video? Click this to watch it on YouTube! ABOUT RADIO ROGER \\"Radio Roger\\" Stern has been a TV and Radio reporter since he was a teenager. He's won an Emmy award for his coverage in the New York City Market. Currently you can hear his reporting in New York on radio station 1010 WINS, the number one all-news station in the nation. Nationally you can hear him anchor newscasts on the Fox News Radio Network and on Fox's Headlines 24-7 service on Sirius XM Radio. In addition Roger is a proud member of and contributor to the APG community. Give us your review in iTunes! I'm "airlinepilotguy" on Facebook, and "airlinepilotguy" on Twitter. feedback@airlinepilotguy.com airlinepilotguy.com "Appify" the Airline Pilot Guy website (http://airlinepilotguy.com) on your phone or tablet! ATC audio from http://LiveATC.net Intro/outro Music, Coffee Fund theme music by Geoff Smith thegeoffsmith.com Dr. Steph's intro music by Nevil Bounds Capt Nick's intro music by Kevin from Norway (aka Kevski) Doh De Oh by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1100255 Artist: http://incompetech.com/ Copyright (c) AirlinePilotGuy 2022, All Rights Reserved Airline Pilot Guy Show by Jeff Nielsen is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License
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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.250 | 0.003 |
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