Learning Experiences in Higher and Further Education- An Innovative Socialentrepreneurship Project in a Public Mexican University
Bibliographic record
Abstract
This innovative educational project is the result of the work of a group of academics, who met the challenges of the 21st century, added their specific visions and made contact with transdisciplinarity and the formation of a significant formation in their students of the Educational Administration Program with learning orientated to the transfer, that is to say new fields of application (Campirán et al, 2005); this transit was possible through the metacognition resulting from the synergy found at the Universidad Veracruzana (Mexico) and the HEC University Montreal (Canada) to generate spaces that transcend the classrooms and thus express this vision that would allow to refocus and redirect their educational goals (Campirán et al, 2005). Internationalization of social entrepreneurship is part of an educational bonding project led by the academic group CA-UV-367 “Entrepreneurship, Management and Internalization” from which academics articulate formally the critical and complex exercise for an object-relation of learning of different visions: academic formation (curricular design); accommodation (spiral organization); development of visions based on competencies (Campirán, 1999, in Morado, 1999) and integrative concepts (Campirán et al, 2005). The results obtained from the exercise and the use of the transdisciplinary vision approach greatly enriched the units of competence and the curricular contents of educational experiences: Strategic and economic planning over time promoted and strengthened in students their comprehensive and flexible training in addition to enhancing their resources and academic capabilities by projecting themselves as members of a global community.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.005 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".