Bibliographic record
Abstract
Foreword (R.H. Friend) Preface (W. Brutting, C. Adachi) FILM GROWTH, ELECTRONIC STRUCTURE AND INTERFACES 1 Organic molecular beam deposition (F. Schreiber, Tubingen Univ., Germany) 2 Electronic structure of interfaces with conjugated organic materials (N. Koch, HU Berlin, Germany) 3 Electronic structure of molecular solids: Bridge to the electrical conduction (N. Ueno, Chiba Univ., Japan) 4 Interfacial doping for efficient charge injection (J.J. Kim, Seoul National Univ., South Korea) 5 Displacement current measurement for exploring charge carrier dynamics in organic semiconductor devices (Y. Noguchi, Y. Tanaka, Y. Miyazaki, N. Sato, Y. Nakayama, H. Ishii, Chiba Univ., Japan) CHARGE TRANSPORT 6 Effects of Gaussian disorder on charge carrier transport and recombination in organic semiconductors (R. Coehoorn, P.A. Bobbert, Philips Research & Eindhoven Univ. Techn., The Netherlands) 7 Charge transport physics of high mobility molecular semiconductors (H. Sirringhaus, T. Sakanoue, J.-F. Chang, Univ. Cambridge, U.K.) 8 Ambipolar charge carrier transport in molecular field-effect transistors (A. Opitz, W. Brutting, Augsburg Univ., Germany) 9 Organic magnetoresistance (M. Wohlgenannt, Univ. Iowa, U.S.A.) PHOTOPHYSICS 10 Excitons at polymer interfaces (N. Greenham, Univ. Cambridge, U.K.) 11 Electronic processes at organic semiconductor heterojunctions: The mechanism of exciton dissociation in semicrystalline solid-state microstructures (F. Paquin, G. Latini, M. Sakowicz, P.-L. Karsenti, L. Wang, D. Beljonne, N. Stingelin, C. Silva, Univ. Montreal, Canada & Imperial College London, U.K.) 12 Recent progress in the understanding of exciton dynamics within phosphorescentOLEDs (S. Reineke, M. Baldo, MIT, U.S.A.) 13 Organometallic Emitters for OLEDs. Triplet Harvesting, Singlet Harvesting, Case Structures, and Trends (H. Yersin, Regensburg Univ., Germany) DEVICE PHYSICS 14 Doping of organic semiconductors (B. Lussem, M. Riede, K. Leo, Dresden Univ., Germany) 15 Device efficiency of organic LEDs (W. Brutting, J. Frischeisen, Augsburg Univ., Germany) 16 Light outcoupling in organic LEDs (C.-H. Tsai, C.-C. Wu, National Taiwan Univ., Taiwan) 17 Photogeneration and Recombination in Polymer Solar Cells (C. Deibel, A. Baumann, V. Dyakonov, Wurzburg Univ., Germany) 18 Light-emitting organic crystal field-effect transistors for future organic injection lasers (H. Nakanotani, C. Adachi, Kyushu Univ., Japan)
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.087 | 0.050 |
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".