Bibliographic record
Abstract
A man is born alone and dies alone; and he experiences the good and bad consequences of his karma alone; and he goes alone to hell or the supreme abode.-Chanakya 1xEvolution-data optimized (1xEV-DO) Communication standard for transmitting and receiving data frames over a wireless radio channel using CDMA technology.Abstract Syntax Notation One (ASN.1)Notation to formally define the syntax of messages to be exchanged among an extensive range of applications involving the Internet.Acceptance criteria Criteria a system must satisfy to be accepted by a customer and to enable the customer to determine whether to accept the system.Acceptance test Formal testing conducted to determine whether a system satisfies its acceptance criteria.Access terminal Can be a mobile phone, laptop, or personal digital assistant (PDA) with a wireless modem.Accuracy Degree of conformity of a measured or calculated quantity to its actual (true) value.Adaptive random testing In adaptive random testing, test inputs are selected from a randomly generated set in such a way that these test inputs are evenly spread over the entire input domain. Adjacent domain Two domains are adjacent if they have a boundary inequality in common.Asynchronous transfer mode (ATM) Cell relay network protocol which encodes data traffic into small, fixed-sized (53 bytes = 48 bytes of data and 5 bytes of header information) cells.A connection-oriented technology in which a connection is established between the two endpoints before an actual data exchange begins.Attributes Properties of the service delivered by the system to users.Authentication Process of verifying the claimed identity of someone or something.Authentication, authorization, and accounting (AAA) Network server used for controlling access to a network.An authentication process identifies the user.An authorization process implements policies that determine which resources and services a valid user may access.An accounting process keeps track of time and data resources used for billing and usage analysis.Authorization Process of verifying whether an individual has permission to access a specific resource.
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 | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.537 | 0.393 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".