T-M: An Integrative Systems Perspective: Communication, Information, Semiotics
Bibliographic record
Abstract
An Integrative Systems Perspective: Communication, Information, Semiotics, and a final 8th edition of General Table of Contents.Note This edition of Integrative Systems is a component of what eventually may be termed "General Treatise" of Transportation-Markings. "GT" is a reconfiguration of the monographs consisting of the current editions (15) and is primarily digital (though a print form is feasible).An introductory unit prefaces the group of studies.The appearance of nearly 40 monographs in separate modes in search engines and other digital systems has diminished the idea of Transportation-Markings as an integrated concept.The reconstruction of T-M is not yet in an complete state.Capacitor Discharge Lamps, 60 Channel Markers, 68, 84 Channel Markings, 37 Channelizing Devices, 82, 83 Coastal Lighted Aids, 68 Code Beacon, 64, 80 Color Light Signal, 95 Color-Light, 90 Color Position, 96 Color-Position Signal, 41 Compressed-Air Siren, 69 Cones, 84 Control Devices, 35 Control System, 91 Dangerous Turn Signs, 81 Daybeacons, 67, 68, 76, 84 Dayboards, 67, 85 Daymarks, 58, 59, 67, 68, 79, 85 Daymarkings, 59, 80 Decca, 73 Delineators, 82, 83, 84 Detonators, 49, 54, 71, 86, Diaphones, 70 Diaphragm Horns, 70, 87 Differential GPS, 50, 73 Directional Lights, 55 Directional Signals, 41 Distance & Direction Signs, 81 Distance Measuring Equipment (DME), 74, 75 Drawbridge Signals, 41 Drums, 84 Dwarf Revolving Signals, 46 Dwarf Semaphore & Rotating Signals, 46 Dwarf Signals, 46 Edge Markers, 85 Electric Sirens, 69 Electric Traction Signs, 86 Electro-Mechanical Devices, 90, Electronic Aids, 38, 71, 87 Electronic Devices, 87 Electronic Indicators
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.006 | 0.008 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".