Bibliographic record
Abstract
Professor P. Juhani Airaksinen passed away at the age of 68 on 24 October 2016, after a long and wearing disease. Juhani Airaksinen was born in 11 December 1947 in Helsinki, as the first child of his chief anaesthesiologist father Jorma Airaksinen and his mother Hilkka. In school pictures, Juhani looks to be a joyful and jovial young man whose school reports were not able to predict his many successes in adulthood. As his best grades were in singing, his familiar and likable voice was already recognized early on. He liked to ski to school and enjoyed listening to jazz. The time spent with his grandfather was especially important to Juhani. Juhani's considerable language skills were developed through regular meetings with his childhood English teacher, and as a consequence of his study of medicine at the University of Marburg, Germany, from 1969 to 1975. His first two children, Tiina (1973) and Jukka (1975), were born in Germany in his marriage with Tuulikki Hynninen. Juhani's choice of medical specialty became crystal clear when he first saw the fundus of the eye with a three-mirror lens. Juhani's ophthalmology residency (1977–82) and his thesis (1983) at the University of Oulu were mentored by Professor Henrik Forsius. His thesis – Detection of Early Glaucoma Changes After an Optic Disc Hemorrhage – led to a fellowship with Professor Stephen Drance at the University of British Columbia (1983–84). After Canada, together with Professor Anja Tuulonen, Juhani founded the Glaucoma Research Unit at the University of Oulu, which served for many years as a testing and reference site for first-generation ophthalmic imaging instruments. His daughters Hanna (1988) and Eveliina (1991) were born in common-law marriage with Anja Tuulonen. In addition to focusing on the detection and follow-up of early glaucomatous changes in the optic nerve and the retinal nerve fibre layer, as well as developing new photographic methods and techniques for imaging and analysis of the retinal nerve fibre layer, Juhani's research interests dealt with the treatment for glaucoma and, particularly, surgical techniques in refractory glaucoma. Professor Airaksinen was internationally influential in the field of ophthalmic research. Among other things, he has been decorated with the Government of Canada Award in 1983, the KKK Lundsgaard Medal in 1985, the Alcon Research Institute Award in 1986 and the Honor Award of the American Academy of Ophthalmology in 1995. He served as Chair of the ARVO Glaucoma Program Planning Committee (1994–95) and as a Member of the European Board of Ophthalmology's Education Committee (1992–2000), a Member of the Board of the Finnish Medical Society Duodecim (1997–99) and Chair of the Ophthalmological Society of Finland (1992–93). He was one of the founding members and the Honorary Member of the Finnish Glaucoma Society. In family circles as well as domestic and international forums, Juhani Airaksinen will be remembered as a charismatic and warm-hearted gentleman who had a unique ability to make people around him feel welcome and accepted. His company never felt boring. We remember with gratitude his accomplishments in improving glaucoma diagnostic research. As one friend touchingly phrased it, ‘The Northern Gods have a new colleague with a deep clear voice’.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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 teacher head, 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".