Bibliographic record
Abstract
The Letter to the families of John Paul II presents the family itself as not closed but as open to public life and to the common good. It reveals the essential relatedness of human beings. Being a man does not begin with a decision or with self-reflection, but with a grateful recognition of the original gift, mediated through our parents. With the birth of a child, communion becomes community, and here the foundations are laid for building the civilization of love. This means that the family is more than the sum of its members. The child is the common good of the parents. The common good of the family is above all the relationship of love among its members. Parents are educators precisely inasmuch as they are parents, and thus, family education is education in a love that develops according to the different stages of life. The family serves the common good by helping to build up the truth about man, which overcomes the relativism that leaves human life without any ultimate point of reference. The family moreover, serves as a nexus capable of uniting two aspects, too often separated in modern life, as namely faith and life. It is here that the person is perceived as a gift that the Creator loves for itself, and also, the vocation of the spouses springs from the gift that Christ makes of His own love in the sacrament of marriage, and that they themselves live by conjugal charity. The family is the way of the church; even more, it should be the key to the whole of pastoral ministry, because it contains the genetic code of the vocation to love to which every person is called.
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 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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.007 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
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".