Cited by 18Agriculture, Land Use, Rural DevelopmentSustainable Agricultural Systems AnalysisAgricultural Innovations and Practices

Scenarios for an agroecological transition of smallholder family farmers: a case study in Guadeloupe

Open access
Andrieu, Nadine, Blundo-Canto, Genowefa, Chia, Eduardo, Diman, Jean Louis, Dugué, Patrick, Fanchone, Audrey, Howland, Fanny, Ott, Salomé +1 more·2022·Agronomy for Sustainable Development

AI snapshot

Written from the paper’s full text.

TL;DR

This paper tests a five-step participatory method in Nord Grande Terre, Guadeloupe, to help smallholder family farmers build agroecological transition scenarios across farming, socio-technical, and social-ecological systems. It finds that farmers mainly chose incremental efficiency or substitution changes rather than radical redesign, while the process shifted researchers toward farmer-managed experiments and territorial action planning.

Key findings

  • Among 63 surveyed farms, 23% were conventional, 20% were improving input efficiency, 34% were substituting synthetic inputs with organic ones, and 23% were fully agroecological. Average farm areas were 10 ha for conventional, 2.5 ha for efficient, 5 ha for substitution, and 4 ha for agroecological farms.
  • In farm simulations with 18 farmers, no farmer proposed a radical shift from conventional or efficient management to agroecological management. Agroecological farms showed lower gross product (1020 vs. 3376 euro/ha/year) and biomass production (2.9 vs. 4.8 t/ha/year) than conventional farms, but a higher gross margin per workday (63 vs. 24 euro/man day).
  • Network analysis with 45 farmers found overlapping commercial, social, and information networks. Agroecological farmers had the most connections, and older farmers plus the internet were important for practices such as intercropping, mulching, crop rotation, and low tillage.
  • A workshop with 15 farmers and 10 researchers produced a 10-year territorial vision and an action plan with five areas: shared vision, understanding the natural environment, agroecological diversification, institutional support, and territorial autonomy. A follow-up outcome was on-farm experimentation on organic poultry and fodder legumes involving eight farmers.

Methods

  • The five-step framework ran from February 2018 to March 2019 in Nord Grande Terre: (1) survey 63 farmers and position farms along an agroecological transition gradient; (2) select 18 farmers to define farm-scale scenarios simulated with a whole-farm model; (3) conduct social network analysis with 45 farmers using Pajek; (4) hold a 1.5-day participatory workshop with 15 farmers and 10 researchers to map ecosystem services and disservices; and (5) build a territorial action plan.
  • Sampling was non-random and snowball-based. Data included farm structure and management questionnaires, simulated indicators such as biomass, input costs, income, and gross margin per hectare and per workday, network centrality measures, and participatory mapping.
  • Analysis compared baseline and farmer-proposed scenarios, characterized social networks, and used an ex-ante impact pathway approach for action planning. First outcomes were monitored from April 2019 to December 2020.

Limitations

  • The paper states that the action plan reflects the values, perceptions, and negotiated views of the participating group, and that who participates is not neutral. Piloting with smallholders limited representativeness and understanding of other actors’ perspectives; future applications could include iterations with key actors.
  • The paper states that assessing concrete future outcomes is difficult because scenario methods aim to improve anticipatory knowledge and strategic planning rather than deliver ready-made solutions, and practice changes may occur over the medium or long term. Monitoring and evaluation should be part of implementation.
  • Evident from the text: the sample was non-random and relatively small, the farm simulation relied on expert knowledge, literature, or experimental databases rather than simulating biophysical processes, and no farmer proposed radical redesign, which the authors link partly to socio-technical constraints and farmers’ caution about what seemed realistic.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1007/s13593-022-00828-x

Cites

50 of 50 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

14 of 48 cited sources checked · 9 supported · 0 flagged · accuracy not yet measured

  • Interpretationcitation

    A sense of work being meaningful in agroecological systems may lead to an underestimation of the amount of work invested in farming activities, particularly if this work is assumed by non-paid family members.

    “Moreover, a sense of work being meaningful in agroecological systems also may lead to an underestimation of the amount of work invested in farming activities (Bezner Kerr et al. 2022), particularly if this work is assumed by non-paid family member.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Bezner Kerr et al. 2022 source

      The review’s section on empirical studies of meaningful work (p. 11) reports that some farmers found meaning in their work that helped compensate for long hours. The same section describes higher labor demands being met through underpaid or unpaid arrangements, including family labor. It does not say that finding work meaningful leads farmers to underestimate the amount of work invested. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
  • Findingown data

    An initial outcome of the process tested was a shift in the stance of researchers.

    “An initial outcome of the process tested was a shift in the stance of researchers.”
    Quote in the paperNot a substantial claim
  • Findingreasoning

    The shift in researchers' stance triggered discussions between stakeholders (such as advisers, policy makers, smallholders, and larger farmers) in the territory.

    “triggering discussions between stakeholders (such as advisers, policy makers, smallholders, and larger farmers) in the territory.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Researchers' focus shifted from experiments conducted on-station toward experiments managed by farmers to co-produce knowledge on the viability of agroecological practices under their own specific conditions.

    “Their focus shifted from experiments conducted on-station toward experiments managed by farmers to co-produce knowledge on the viability of agroecological practices under their own specific conditions”
    Quote in the paperSubstantial claim
  • Findingnone given

    Type 1 conventional farms had an average area of 10 ha.

    “Type 1 conventional farms had an average area of 10 ha.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 45
  • May combine two claims. 40
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    To design biodiversity-based agricultural systems, changes are required at three levels: the farming system, the socio-technical system, and the social-ecological system.

    “Duru et al. (2015a) showed that to design biodiversitybased agricultural systems, changes are required at three levels, namely the farming system, the socio-technical system, and the social-ecological system.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Duru et al. 2015a source
  • Classified as probably not a substantial claim.

    Premisecitation

    The operational proposition developed by Barnaud et al. (2018) allows one to highlight existing interdependencies between actors involved in the provision and use of ecosystem services and disservices in order to guide collective decision-making.

    “We followed the operational proposition developed by Barnaud et al. (2018).It allows one to highlight existing interdependencies between actors involved in the provision and use of ecosystem services and disservices in order to guide collective decision-making.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barnaud et al. 2018 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    Participants formed two groups, one with farmers and one with researchers, to be able to compare their points of view, but also to partially address information and power asymmetries that can emerge in such situations.

    “Subsequently, participants formed two groups, one with farmers and one with researchers, to be able to compare their points of view, but also to partially address information and power asymmetries that can emerge in such situations (Barnaud et al. 2016).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Barnaud et al. 2016 source

      The theoretical framing (p. 5) says unequal access to information and the risk that less influential participants’ views will be overlooked can limit participation. The paper therefore supports the concern about information and power asymmetries, but it does not describe separating farmers and researchers into groups or establish that this grouping addresses those asymmetries. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Information networks play a key role in the adoption of technologies and innovative practices, and in addressing environmental change in agricultural systems.

    “Information networks play a key role in the adoption of technologies and innovative practices, and in addressing environmental change in agricultural systems (Chaudhury et al. 2017;Isaac 2012;Maertens and Barrett 2013).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Chaudhury et al. 2017 source
    • cites Isaac 2012 source
    • cites Maertens and Barrett 2013 source

      The introduction and Discussion (page unavailable in our copy) describe social networks as important to farmers’ learning about new technologies and the diffusion of agricultural innovations. They do not say that information networks help agricultural systems address environmental change; the Discussion mentions climate data only as a possible aid to future research. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    For Duru et al. (2015b) or Gliessman (2016), the efficiency and substitution stages correspond to a weak transition and a technocentric form of agriculture that does not break with dependence on industrial inputs and monoculture practices; the redesign stage corresponds to a conversion based on agroecological principles.

    “For Duru et al. (2015b) or Gliessman (2016), the two first stages correspond to a weak transition and a technocentric form of agriculture that does not break with the dependence of industrial inputs and monoculture practices.The redesign stage corresponds to a conversion of the farm based on agroecological principles such as the enhancement of agroecosystem diversity, soil, and animal health.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Duru et al. 2015b

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Gliessman 2016 source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    SNA makes it possible to understand and highlight interactions and knowledge flows between actors.

    “SNA makes it possible to understand and highlight interactions and knowledge flows between actors (Chaudhury et al. 2017;Isaac 2012;Newman 2003).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Chaudhury et al. 2017 source
    • cites Isaac 2012 source
    • cites Newman 2003 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Changes implemented by farmers are compatible with an existing socio-technical system.

    “Deffontaines et al. (2020) highlighted that changes implemented by farmers are compatible with an existing socio-technical system.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Deffontaines et al. (2020) source
  • Classified as probably not a substantial claim.

    Premisecitation

    AETs are based on material and immaterial interactions (beliefs, modes and coordination of actors, socialization, and learning processes) which are melted together on the site.

    “They are based on material and immaterial interactions (beliefs, modes and coordination of actors, socialization, and learning processes) which are melted together on the site (Hakmi and Zaoual 2008).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Hakmi and Zaoual 2008 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Access to natural resources is one of the main lock-ins to the wide-scale use of agroecological practices.

    “This is not surprising since, according to Anderson et al. (2019), access to natural resources is one of the main lock-ins to the wide-scale use of agroecological practices.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Anderson et al. (2019) source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Such a change is not easy and requires a change in researchers' attitudes toward participation, local stakeholders, the type of methods used, and the type of knowledge produced.

    “Such a change is not easy, and requires a change in researchers' attitudes toward participation, local stakeholders (Neef and Neubert 2011), the type of methods used, and the type of knowledge produced.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Neef and Neubert 2011 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Participatory approaches need to balance legitimacy, credibility, and divergent demands, but also offer new interactions and mediation opportunities.

    “Such participatory approaches need to balance legitimacy, credibility, and divergent demands (McBride et al. 2017), but also offer new interactions and mediation opportunities (Andreotti et al. 2020).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites McBride et al. 2017 source
    • cites Andreotti et al. 2020 source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Methods like the one presented create awareness of mutual interdependencies between people and the ecological processes that shape their activities and are key for researchers' reflexivity on their role in the action arena.

    “As shown in Barnaud et al. (2018), methods like the one we presented not only create awareness of mutual interdependencies between people and the ecological processes that shape their activities, but are also key for researchers' reflexivity on their role in the action arena.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barnaud et al. (2018) source

      In “AN ACTIONABLE FRAMEWORK,” Barnaud et al. propose participatory methods that could increase awareness of social interdependencies and say that reflecting on researchers’ roles in the action arena is critical. The paper does not establish that such methods create that awareness or are themselves key to researchers’ reflexivity; the Conclusion describes the framework as a proposal still to be tested. Page numbers are not available in our copy. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    Among the 63 farms surveyed, 23% were conventional (type 1), 20% were type 2, 34% were type 3, and 23% were fully agroecological (type 4).

    “According to the type and amount of inputs used, the level of diversification of the farm, and the recycling or not of biomass, 23% of the 63 farms surveyed were considered to be conventional (type 1), 20% corresponded to ones where farmers had changed practices to be more efficient in their use of synthetic inputs (type 2), 34% were combining cropping/livestock systems under conventional and agro”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The 63 farms surveyed are representative of smallholder family farmers in Guadeloupe.
  • May combine two claims.

    Findingown data

    A single farm could have diverse cropping and livestock subsystems, and the farmer might apply agroecological principles in some but not all of them.

    “A single farm could have diverse cropping and livestock subsystems, and the farmer might apply agroecological principles in some but not all of them.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Sugar cane cropping systems are usually managed conventionally, whereas agroecological principles are applied in arboriculture, apiculture, gardening, and livestock sub-systems.

    “For instance, sugar cane cropping systems are usually managed in a conventional manner, whereas agroecological principles are applied in arboriculture, apiculture, gardening, and livestock sub-systems.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    For the four types of farms, activities were mostly conducted by a single farmer.

    “For the four types of farms, activities were mostly conducted by a single farmer.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Type 3 farmers are already engaged in the AET but face challenges in the diversification of their farms and the integration of its various subcomponents.

    “Type 3 farmers are already engaged in this AET, but face challenges in the diversification of their farms and the integration of its various subcomponents.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    The use of service providers was common for soil tillage and harvests for sugar cane cropping systems.

    “The use of service providers was common for soil tillage and harvests for sugar cane cropping systems.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Type 2 farms also produced sugar cane, but implemented management practices (fertigation or mechanical weeding) to decrease or render more efficient the use of synthetic inputs.

    “Type 2 farms also were producing sugar cane, but they were implementing management practices (fertigation or mechanical weeding) to decrease or render more efficient the use of synthetic inputs.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most farmers envisioned a gradual transition from a conventional to a more efficient farming system, or to a system in which synthetic inputs were replaced with organic ones (biopesticides, cover plant).

    “Most farmers envisioned a gradual transition from a conventional to a more efficient farming system, or to a system in which synthetic inputs were replaced with organic ones (biopesticides, cover plant).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Farmers already considered agroecological (farmers 13 and 15) tested changes permitting improved biomass production while strengthening the livestock sub-system, and were also interested in new modes of commercializing products.

    “Farmers already considered being agroecological (farmers 13 and 15) tested changes permitting improved biomass production (which was generally lower than that obtained by conventional farmers) while strengthening the livestock sub-system; they were also interested in new modes of commercializing products.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Type 3 farms were more diversified, with main area cropped with sugar cane and additional area generally dedicated to vegetable gardening managed under agroecological practices (recycling of biomass and nutrients, low use of synthetic fertilizers, intercropping of species), as well as some cattle managed in traditional mode.

    “Type 3 farms corresponded to more diversified systems, with the main area cropped with sugar cane and an additional area generally dedicated to vegetable gardening managed under agroecological practices (recycling of biomass and nutrients, low use of synthetic fertilizers, intercropping of species), as well as some cattle managed in the traditional mode.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Some actors are only linked to farmers by a specific connection, whereas others have multiple links and are part of various networks.

    “Some actors are only linked to farmers by a specific connection, whereas others have multiple links and are part of various networks.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Farmer 11 aims to improve the efficiency of inputs through fertigation.

    “He aims to improve the efficiency of inputs through fertigation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    Farmer 15 plans to produce vermicompost, double the area of madere, and increase poultry production to 25 animals.

    “He plans to produce vermicompost, double the area of madere, and increase poultry production (25 animals).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Farmer 11's scenario led to a decrease in the consumption of inputs and an increase in income.

    “This scenario led to a decrease in the consumption of inputs and an increase in income.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The lack of functional farmer groups or organizations was mentioned.

    “The lack of functional farmer groups or organizations was mentioned.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Flows of biomass between agriculture and the energy sector and institutional innovations such as multi-forums of actors were proposed.

    “For example, flows of biomass between agriculture and the energy sector and institutional innovations such as multi-forums of actors were proposed.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingown data

    An important element identified by farmers was that different actors need to better understand each other's constraints and opportunities, the functioning of the natural resources of their territory, and their own interactions.

    “An important element identified by the farmers was that different actors need to better understand each other's constraints and opportunities, the functioning of the natural resources of their territory, and their own interactions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    The research team better identified their own role in a broader innovation ecosystem and their potential role as facilitators of interactions between the various stakeholders in the territory.

    “Specifically, the research team better identified their own role in a broader innovation ecosystem (Pigford et al. 2018) and their potential role as facilitators of interactions between the various stakeholders in the territory.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Pigford et al. 2018 source
  • May combine two claims.

    Findingcitation

    While step 3 identified enablers for the implementation of agroecological practices, step 4 mostly highlighted constraints to their implementation.

    “While step 3 made it possible to identify enablers for the implementation of agroecological practices, step 4 mostly highlighted constraints to their implementation.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Participants expressed misunderstandings and feelings of mistrust between actors in the agricultural sector.

    “In this session, participants expressed misunderstandings and feelings of mistrust between actors in the agricultural sector (sensu largo).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In the participatory workshop, farmers identified diverse water resources (rill, mangrove swamp, dam, pond, water drilling) and their positive (amphibian/insect/bee refuge securing gardening production) and negative services (degradation in water quality and risk of contamination by pesticides).

    “For example, they identified the diverse water resources (rill, mangrove swamp, dam, pond, water drilling) and their positive (such as amphibian/insect/bee refuge securing gardening production) and negative services (degradation in water quality and risk of contamination by pesticides).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    At the farm scale, it was possible to focus on technical changes, which depend on the location of the farm in an AET pathway, and which mostly aim to improve the efficiency of synthetic input use or to replace synthetic inputs with organic ones.

    “At the farm scale, it was possible to focus on technical changes, which depend on the location of the farm in an AET pathway, and which mostly aim to improve the efficiency of synthetic input use or to replace synthetic inputs with organic ones.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The analysis showed the specific role of research scientists in a broader innovation ecosystem where other actors need to be involved, and helped the scientists involved to fine tune their research activities to farmers' needs.

    “Furthermore, it showed the specific role of research scientists in a broader innovation ecosystem where other actors need to be involved, and helped the scientists involved to fine tune their research activities to farmers' needs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    From the farmers' perspective, the process generated a new dynamic of interaction with scientists and a pilot project to develop organic poultry and fodder production, which is a challenge in the region.

    “From the farmers' perspective, the process generated a new dynamic of interaction with scientists and a pilot project to develop organic poultry and fodder production, which is a challenge in the region.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Local production of legumes to feed animals needs to be in place in order to develop organic poultry based on agroecological principles.
  • May combine two claims.

    Findingown data

    The analysis particularly highlighted the actors enabling or constraining the AET, and allowed farmers to explore more ambitious transformative changes, such as flows of biomass between the agriculture and energy sectors, and institutional innovations allowing synergies between actors.

    “It particularly highlighted the actors enabling or constraining the AET, and allowed farmers to explore more ambitious transformative changes, such as flows of biomass between the agriculture and energy sectors, and institutional innovations allowing synergies between actors.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Given that the soils are not contaminated by chlordecone, there is a high demand for crop and animal products from the Nord Grande Terre territory.

    “Given that the soils are not contaminated by chlordecone, there is a high demand for crop and animal products from this territory (Fig. 2).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Smallholder farms (defined as having a standard gross output of less than EUR 25,000 per year) contribute considerably to the production of agricultural goods and services, and represent 90% of the total number of farms in the study area.

    “As observed elsewhere in Guadeloupe, smallholder farms (defined as having a standard gross output of less than EUR 25,000 per year) contribute considerably to the production of agricultural goods and services, and represent 90% of the total number of farms in the study area (Agreste 2022).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Agreste 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationreasoning

    As socio-technical and social-ecological systems can support or impede the application of individual practices, methods and tools are needed that can connect changes in practices to changes in these systems to achieve an AET.

    “As socio-technical and social-ecological systems can support or impede the application of individual practices, methods and tools are needed that can connect changes in practices to changes in these systems to achieve an AET.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    This is one of the first operational methodological tools to build scenarios and action plans for an AET taking into account simultaneous changes in farming systems, socio-technical systems, and social-ecological systems.

    “This is one of the first operational methodological tools to build scenarios and action plans for an AET taking into account simultaneous changes in these three systems.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The study selected 15 farmers who represented the diversity of farms identified in step 1.

    “This analysis was carried out in March 2019 during a 1.5day workshop with 15 farmers who represented the diversity of farms identified in step 1.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In these approaches, biophysical processes, particularly yields under diverse management practices or pedo-climatic conditions, are not simulated but are inputs of the models based on expert knowledge, literature, or experimental databases.

    “In these approaches, the biophysical processes, and particularly the yields obtained under a diversity of management practices or pedo-climatic conditions, are not simulated but are inputs of the models based on expert knowledge (from farmers, advisers, and researchers), the literature, or experimental databases (Le Gal et al. 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Le Gal et al. 2022 source
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The study selected a sub-sample of 18 farmers who represented farmers at various locations along the AET gradient.

    “Out of the 63 farmers in step 1, we selected a sub-sample of 18 farmers who represented farmers at various locations along the AET gradient.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The study used a model developed for the Guadeloupe region which considers the various crop and livestock systems that may be found in the diversified farms of the region.

    “We used a model developed for the Guadeloupe region which considers the various crop and livestock systems that may be found in the diversified farms of the region.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The study used 45 farmers from the initial list of 63 farmers in step 1, different from those in step 2 to avoid involving the same farmers in too many surveys.

    “To do so, between June and August 2018, we collected social network data through a semi-structured questionnaire with 45 farmers from the initial list of 63 farmers in step 1 (around 8 to 10 farmers for each of the five districts in the study site).They were different from the ones that participated in step 2 in order to avoid involving the same farmers in too many surveys.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Simple models which calculate the supply and demand of mineral, fodder, or cash resources are more suited to formulate and assess technical alternatives at the farm scale in a participatory exercise than optimization models or more complex rule-based simulation models.

    “Sempore et al. (2015) showed that simple models which calculate the supply and demand of mineral, fodder, or cash resources are more suited to formulate and assess technical alternatives at the farm scale in a participatory exercise than optimization models or more complex rule-based simulation models.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Sempore et al. 2015 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Whole-farm simulation models can be useful since they permit the redesign of a farm to be considered.

    “Whole-farm simulation models can be useful since they permit the redesign of a farm to be considered (Pissonnier et al. 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Pissonnier et al. 2019 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The sugar processing plant, farmers' cooperatives, and technical institutes could help support the transformation of type 1 farmers.

    “The sugar processing plant, farmers' cooperatives, and technical institutes could help support this transformation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Many authors mentioned the role of peers and older farmers as holders of endogenous knowledge on agroecological practices and are consequently key actors for this transition.

    “Many authors mentioned the role of peers and older farmers as holders of endogenous knowledge on agroecological practices and are consequently key actors for this transition (Darré 1991;Della Rossa et al. 2020).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Darré 1991 source
    • cites Della Rossa et al. 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Obstacles at the territory level involving access to resources may explain why farmers initially were prudent.

    “It seems that for this scenario, obstacles at the level of the territory involving access to resources may also explain why farmers initially were so prudent.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    It is important for farmers to navigate between networks and to combine various knowledge sources.

    “This demonstrates the importance for farmers to navigate between networks but also to combine various knowledge sources.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The introduction of a market gardening activity in farmer 6's production system demonstrates a search for higher diversification, but the compost is purchased rather than produced through closer integration with his livestock systems.

    “The introduction of a market gardening activity in the production system demonstrates a search for a higher diversification of the farm, but the compost is purchased rather than produced through a closer integration with his livestock systems.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Farmers proposed what they found realistic to be implemented on their farms and did not think outside the box.

    “Farmers consequently proposed what they found realistic to be implemented on their farms and did not think outside the box.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    The method proposed allows both diagnosis at the individual and territory scale and exploration of individual and territory alternatives, with the aim to identify key technical, practice, organizational, and interaction changes needed for an AET.

    “The method we propose allows both the diagnosis at the individual (step 1) and territory scale (steps 3 and 4) and the exploration of individual (step 2) and territory alternatives (step 5), with the aim to identify key technical, practice, organizational, and interaction changes needed for an AET.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The action plan's five key areas are sufficient to achieve AET.
  • May combine two claims.

    Interpretationown data

    Low connections with public institutions do not mean that no connection exists, since the agroecological farmers were the most connected ones.

    “However, low connections with public institutions do not mean that no connection exists since the agroecological farmers were the most connected ones.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In studies focusing on the definition of scenarios, it is not easy to assess their concrete and future outcomes, given that they generally aim to improve capacities to produce anticipatory knowledge and strategic planning rather than to provide ready-made solutions.

    “In studies focusing on the definition of scenarios, it is not easy to assess their concrete and futures outcomes, given that they generally aim to improve capacities to produce anticipatory knowledge and strategic planning rather than to provide ready-made solutions (Dumrongrojwatthana et al. 2011;Pissonnier et al. 2019;Vervoort et al. 2014).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Dumrongrojwatthana et al. 2011 source
    • cites Pissonnier et al. 2019 source
    • cites Vervoort et al. 2014 source
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    The associated change in practice may happen in the medium or long term.

    “Furthermore, the associated change in practice may happen in the medium or long term.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    AETs are situated processes embedded in a territory.

    “Many authors have shown that AETs are situated processes embedded in a territory (Berthet et al. 2015;Duru et al. 2015b).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Berthet et al. 2015 source
    • cites Duru et al. 2015b

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Diversified farms in Martinique received weak support for developing technical skills but had more room for agroecological innovations compared to farmers embedded in more formal supply chains.

    “Della Rossa et al. (2020) highlighted that diversified farms in Martinique (another French oversea region) received weak support for developing technical skills but had more room for agroecological innovations compared to farmers embedded in more formal supply chains.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Della Rossa et al. (2020)

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning

    The experimental setting of the application and the interest in tackling potential power dynamics between actors in the territory justified the choice of piloting the method with smallholders.

    “The experimental setting of our application and our interest in tackling potential power dynamics between actors in this territory justified our choice of piloting the method with smallholders.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Verbal informed consent was obtained prior to the interview.

    “Verbal informed consent was obtained prior to the interview.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    As animal concentrates are imported in the region, local production of legumes to feed animals needs to be in place in order to develop organic poultry based on agroecological principles.

    “As animal concentrates are imported in the region, local production of legumes to feed animals needs to be in place in order to develop organic poultry based on agroecological principles.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    These developments would be in line with more transboundary, inter-sectoral conceptualizations of agricultural innovation systems as agricultural innovation ecosystems supporting sustainability transitions.

    “These developments would also be in line with more transboundary, inter-sectoral conceptualizations of agricultural innovation systems as agricultural innovation ecosystems supporting sustainability transitions (Pigford et al. 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Pigford et al. 2018 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Human research participants provided informed consent for publication of the image in Fig. 1.

    “The authors affirm that human research participants provided informed consent for publication of the image in Fig. 1.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The study was approved by the CIRAD research ethics committee and was performed in accordance with the ethical standards of the 1964 Declaration of Helsinki and its later amendments.

    “The study was approved by the CIRAD research ethics committee; we certify that the study was performed in accordance with the ethical standards as laid down in the 1964 Declaration of Helsinki and its later amendments.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    The action plan built by participants reflects the values, perceptions, and views deliberated, negotiated, and agreed upon by that group.

    “The action plan built by participants reflects the values, perceptions, and views deliberated, negotiated, and agreed upon by that group.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    Acknowledging and addressing power and information imbalances, along with considering the heterogeneity of targeted populations, is crucial for the design of research and development interventions that sustainably improve livelihoods through their embeddedness in local contexts.

    “Acknowledging and addressing power and information imbalances, along with considering the heterogeneity of targeted populations, is crucial for the design of research and development interventions that sustainably improve livelihoods through their embeddedness in local contexts (Blundo-Canto et al. 2018b).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Blundo-Canto et al. 2018b source
  • May combine two claims.

    Study design and conductreasoning

    The choice to pilot the method with smallholders represents a constraint in terms of representativeness and in understanding the perspectives and constraints of other actors whose key role was acknowledged by the farmers.

    “However, our choice represents a constraint in terms of representativeness and in understanding the perspectives and constraints of other actors whose key role was acknowledged by the farmers.”
    Quote in the paperSubstantial claim
69 of 69
  • The authors state this as an assumption.

    Farmers would envision more or less transformative technical changes depending on their location along the AET gradient.

    “working on the assumption that farmers would envision more or less transformative technical changes depending on their location along this AET gradient.”
  • The paper relies on this without support.

    Many smallholder farmers in the region are not registered on public administration lists because they are not formally considered to be farmers.

    “As many smallholder farmers in the region are not registered on public administration lists because they are not formally considered to be farmers”
  • The paper relies on this without support.

    The 63 farms surveyed are representative of smallholder family farmers in Guadeloupe.

    “23% of the 63 farms surveyed were considered to be conventional (type 1)”
  • The paper relies on this without support.

    The AET gradient types adequately capture the diversity of farm management practices.

    “According to the type and amount of inputs used, the level of diversification of the farm, and the recycling or not of biomass, 23% of the 63 farms surveyed were considered to be conventional (type 1)”
  • The paper relies on this without support.

    The simulation tool's outputs are sufficiently valid to compare farm performances.

    “Our simulations showed that agroecological farms presented lower performances in terms of farm gross product”
  • The paper relies on this without support.

    The workshop participants' views represent the territory's farmers.

    “participating farmers were asked to discuss what a shared 10-year vision for their territory would look like in connection to agriculture.”
  • The paper relies on this without support.

    The action plan's five key areas are sufficient to achieve AET.

    “The resulting five key areas of change and the actions required to achieve them provide the backbone of an action plan at the territory level:”
  • The paper relies on this without support.

    Local production of legumes to feed animals needs to be in place in order to develop organic poultry based on agroecological principles.

    “local production of legumes to feed animals needs to be in place in order to develop organic poultry based on agroecological principles.”
  • The paper relies on this without support.

    The choices made in collective forward-looking co-design are not value-free.

    “In this type of collective, forward-looking co-design, it is critical to acknowledge in a transparent way that the choices made are not value-free (as they seldom are).”
9 of 9

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. Angeon V, Hoarau J-F (2015) Les petites économies insulaires : nouveaux regards conceptuels et méthodologiques. Région et développement 42:5–11 https://hal.inrae.fr/hal-02641673
  2. MEA (Millennium Ecosystem Assessment) (2005) Ecosystems and human wellbeing— synthesis. Island Press, Washington ISBN 1-59726-040-1
  3. Osty PL (1978) L’exploitation agricole vue comme un système : diffusion de l’innovation et contribution au développement. Bulletin Technique d’Information – ministère de l’agriculture 326:43–49

Cited by

Sorted by citations

Authors
Andrieu, N., Blundo-Canto, G., Chia, E., Diman, J. L., Dugué, P., Fanchone, A., Howland, F., Ott, S., & Poulayer, C.
Affiliations
  • Centre de Coopération Internationale en Recherche Agronomique pour le Développement (FR)
  • Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (FR)
Corresponding author
Andrieu, Nadine
Venue
Agronomy for Sustainable Development
Published
2022-09-13
Volume
42
Issue
5
ISSN
  • 1773-0155 (ISSN-L)
  • 1774-0746
OpenAlex
W4295366819
Cited by
18
References
45
Citations by year
2026: 2 · 2025: 5 · 2024: 6 · 2023: 4 · 2022: 1
FWCI
5.40
Type
journal article
Language
en
Open access
Locations
  • Agronomy for Sustainable Development (publishedVersion)
  • HAL (Le Centre pour la Communication Scientifique Directe) (submittedVersion)
  • Agritrop (Cirad) (submittedVersion)
Funders
Ecoserv (MP-P10686)
Topics
  • Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agriculture, Land Use, Rural Development
  • Physical Sciences › Environmental Science › Environmental Chemistry › Sustainable Agricultural Systems Analysis
  • Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agricultural Innovations and Practices
Keywords
agroecological transition, scenario development, socio-technical systems, social-ecological systems, agricultural systems, farm simulation model, farmer social networks, knowledge co-production, pesticide contamination, Guadeloupe

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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