Dispatches: Alcohol consumption in Japan: different culture, different rules
Bibliographic record
Abstract
When darkness falls and blinking neon brightens the often drab cities and towns of Japan, white-collar workers crowd into tiny bars — there are 15 000 in Tokyo alone — and unwind by sipping Suntory Gold whisky and water at $15 a shot. Tradesmen and labourers head for “standbars” and gulp down plastic cups of shochu, cheaper distilled spirits dispensed from vending machines. And although there is little absenteeism in Japan due to drinking, the country's doctors are worried — problem drinkers numbered 3 million at the last tally. Japan's thirst has continued unabated long after the economic twilight fell on the Land of the Rising Sun. “There is no question that alcoholism is increasing in Japan,” says Dr. Hiorakai Kono, former director of the National Institute of Alcoholism in Tokyo. “What astonishes us is the size of the problem.” Problem drinking cuts across all levels of society, according to the latest study by the Leisure Development Research Centre in Tokyo. Sixty percent of problem drinkers are salaried businessmen who claim that getting drunk with clients or coworkers is part of their job and a mark of company loyalty. To refuse a drink from the boss is a terrible insult that can damage a career. And although alcohol consumption is now decreasing in most industrialized countries, it has quadrupled in Japan since 1960. Drinking is not a moral issue here, since there is no religious prohibition against alcohol consumption, and the temperance movement has never had an impact. And unlike many Westerners, the Japanese don't regard alcohol as a drug. Traditionally, there has been an indulgent attitude toward those who drink too much — and for good reason. In a tightly knit society where concealing emotions and frustrations is a highly developed and necessary part of maintaining “consensus,” getting drunk is a socially sanctioned safety valve. “Alcohol here plays the role of psychiatry in the West,” says Charles Pomeroy, former president of the Foreign Correspondents Club of Japan and a Tokyo resident for 45 years. “I think the country would explode without it.” Japan lags far behind Western countries in recognizing and treating alcoholism. Fewer than 1200 hospital beds are available for alcoholic patients, and the country's 2 national mental hospitals provide only 200 beds. Private treatment centres are becoming more common, but no medical credentials or accreditation are required to operate them. There are 5 halfway houses, all run by religious groups, but for the most part follow-up and rehabilitation services do not exist. Instead, families, aided by groups such as Japan's version of Alcoholics Anonymous, take on the burden of rehabilitation. — Dave Milne, Tokyo
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.008 | 0.009 |
| Insufficient payload (model declined to judge) | 0.103 | 0.035 |
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".