Bibliographic record
Abstract
OBJECTIVE: In a previous study of literary creative achievement, we presented evidence refuting the still-influential statistical studies of Frances Galton on the inheritance of genius and also described a family background constellation of creativity. This study aims to assess empirically the hereditary transmission hypothesis with respect to creative achievement in the natural sciences. METHODS: Family background data were collected on 435 of all 488 Nobel laureates in chemistry, physics, and medicine and physiology, from 1901 through 2003. These were compared with a matching group of 548 eminent nonscientists for incidence of occupational inheritance (that is, same parent-offspring occupations) and with 560 high-IQ nonprizewinners for predominant type of occupation. RESULTS: The incidence of one or both parents having the same occupation was only 2% for science Nobel laureates but 20% for eminent nonscientists (P < 0.001). The predominant family background constellation (63%) for science Nobel laureates consisted of the same-sex parent either having a performance-equivalent occupation involving applied science, technology, or a natural-world focus and skills (P < 0.001, compared with the matching group) or having an unrelated occupation with unfulfilled scientific interests and wishes for creative expression. CONCLUSIONS: Nobel laureates in the natural sciences do not manifest direct inheritance of creativity from their parents; instead, congruent-sex parents are predominantly in applied or performance-equivalent occupations, with unfulfilled creative and scientific wishes. Early developmental influences on motivation involving identification and competition with the congruent-sex parent are suggested.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".