Attribution of Career Facilitators by Eminent Women from Canada and Finland
Bibliographic record
Abstract
Highly successful contemporary women from two countries, Canada and Finland, were surveyed in an attempt to identify the elements in their lives that facilitated or prevented their achievement level. This work is exploratory research into the similarities among factors that promote female achievement. The overall purpose was to expand our understanding of female talent development applicable to contemporary girls and women despite their national origin. In total, 1553 Canadians and 424 Finns, listed in a Who's Who biographical publication of each country were invited to participate. There were 827 respondents from Canada and 280 from Finland who chose to participate in the study. Data were collected by means of a written questionnaire dealing with career development. The two sample sets were then compared by their responses to the demographic questions. The two groups were very similar as to birth order, education, marital status and motherhood. Main results show that in recalling their past, the eminent women reported that their own qualities and personal convictions were the primary reasons for attainment of prominence or fame. Both Finns and Canadians also gave considerable credit to the close members of their families. Spouses and parents were reported as supplying much encouragement and support. Professors/instructors/coaches, school teachers, colleagues and friends were also seen as encouragers. Both groups of women identified the same five factors as being most detrimental to their careers: stereotypical attitudes of others, being female, children, availability of childcare, and parents' socioeconomic status. Findings are discussed in the light of the available research literature, and implications for educating gifted females are proposed.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".