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Record W4406254751 · doi:10.22161/ijeab.101.2

The Vegetable Garden for All: Twenty Years of Horticultural Therapy Experiences at the “Animal Farm” in Ladispoli (Rome, Italy)

2025· article· en· W4406254751 on OpenAlexaboutno aff
Agnieszka Lidia Kaczmarczyk, Antonio Pizzuti Piccoli

Bibliographic record

VenueInternational Journal of Environment Agriculture and Biotechnology · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse academic and cultural studies
Canadian institutionsnot available
FundersFondazione Cassa di Risparmio di Civitavecchia
KeywordsGeographyAgroforestryAgricultural scienceBiology

Abstract

fetched live from OpenAlex

Contact with nature has always been recognized as having a positive and relaxing effect on people; horticultural therapy is one of the latest forms of unconventional therapy, which uses plants to improve physical and mental condition. Horticultural therapy activities, after a long experimental phase dating back to the 1960s, are now a consolidated practice in the USA, Canada and Europe. In Italy, social farming has developed in a more organic way since the early 2000’S: there are no pre-established models and the various social agriculture projects, in recent years, have aimed to develop good practices starting from personal experience in the field rather than from codified models. The Animal Farm, social farm in Ladispoli (Rome, Italy), has developed a functional model based on twenty years of experience in the period 2003 – 2024, which is reported in the present work. The mixed experience of informative educational activities and rehabilitation activities allowed farm’s visitors to come into contact with the participants in the workshop and this increased people's awareness of the problems of people with disabilities. The workshops are organized in daily activities where the various local institutions bring their users (either individuals or groups) to carry out agricultural activities and practical workshops. The path followed is aimed at people with medium and severe mental disabilities. The workshop is structured in two levels of activity: routine works and creative work. The experiments implemented within the horticultural therapy paths in the Animal Farm of Ladispoli (Rome, Italy) confirm the key role of agricultural activities in rehabilitation programs for disabled people and in the present work the positive effects observed in the workshops are reported.

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 imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0090.007
Scholarly communication0.0040.002
Open science0.0020.008
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.001

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.

Opus teacher head0.012
GPT teacher head0.215
Teacher spread0.203 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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