England's 1970 World Cup Squad: Reflections on a possible illness curse and on changing times.
Bibliographic record
Abstract
Like many an avid football fan, I was saddened by the recent and untimely death of Alan Ball. The flame-haired midfielder was inextricably linked with England's solitary World Cup triumph in 1966, and was the second member of the team to pass away after Bobby Moore. What startled me, however, was the realisation that he also became the seventh member of England's 1970 World Cup squad to die. I decided to research the fate of these seven deceased players to detect any common threads. I propose no definite answers, but perhaps some food for thought. In June 1970 England's 22-man squad set off to Mexico to defend the World Cup that had been won so memorably at Wembley 4 years earlier. Comfortable, if uninspiring, 1–0 wins over Rumania and Czechoslovakia sandwiched a defeat to the eventual champions Brazil by the same score in a classic match widely regarded as one of the technically finest soccer matches ever played. The points gained ensured passage to a quarter-final against West Germany where, improbably, the team blew a 2–0 lead and contrived to lose 3–2 after extra time. At the time and since, that last match gained legendary status as an inexplicable, Greek-like tragedy. Journalists ranked England as favourites to retain the World Cup, although I suspect this reflects the hyperbole and unrealistic expectations that have always followed the national team. A place in the final would have been realistic, but even had this happened I think Brazil would have prevailed: with the likes of Gerson, Jairzinho, Rivelino and the incomparable Pele, they were, by common consent, the finest team of all time. They indeed became worthy winners, defeating Italy 4–1 in a final that capped an excellent tournament. The far greater human tragedy than one lost football match has been the subsequent …
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.013 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.010 | 0.015 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".