Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Every crisis at the same time reveals, forewarns and implies changes with cyclical trends that can be analyzed from different disciplinary perspectives, building scenarios to anticipate the future, despite uncertainties and risks. And the current crisis certainly appears as one of the most problematic of the modern era: recently, Luigi Ferrara, Director of the School of Design at the George Brown College in Toronto and of the connected Institute without Boundaries, highlighted how the pandemic has simply accelerated undergoing dynamics, exacerbating other crises – climatic, environmental, social, economic – which had already been going on for a long time both locally and globally. In the most economically developed contexts, from North America to Europe, the Covid emergency has led, for example, to the closure of almost 30% of the retail trade, as well as to the disposal and sale of many churches. Places of care and assistance, such as hospitals and elderly houses, have become places of death and isolation for over a year, or have been closed. At the same time, the pandemic has imposed the revolution of the remote working and education, which was heralded – without much success – more than twenty years ago. In these even contradictory dynamics, Ferrara sees many possibilities: new roles for stronger and more capable public institutions as well as the opportunity to rethink and redesign the built environment and the landscape. Last but not least, against a future that could be configured as dystopian, a unique chance to enable forms of citizenship and communities capable of inhabiting more sustainable, intelligent and ethical cities and territories; and architects capable of designing them. This multifactorial and pervasive crisis seems therefore to impose a deep review of the current unequal development models, in the perspective of that “creative destruction” that Schumpeter placed at the basis of the dynamic entrepreneurial push: «To produce means to combine materials and forces within our reach. To produce other things, or the same things by a different method, means to combine these materials and forces differently» (Schumpeter, 1912). A concept well suiting to the design practice as a response to social needs and improving the living conditions. This is the perspective of Architectural Technology, in its various forms, which has always placed the experimental method at the center of its action. As Eduardo Vittoria already pointed out: «The specific contribution of the technological project to the development of an industrial culture is aimed at balancing the emotional-aesthetic data of the design with the technical-productive data of the industry. Design becomes a place of convergence of ideas and skills related to factuality, based on a multidisciplinary intelligence» (Vittoria, 1999). A lucid and appropriate critique of the many formalistic emphases that have invested contemporary architecture. In the most acute phases of the pandemic, the radical nature of this polycrisis has been repeatedly invoked as a lever for an equally radical modification of the development models, for the definitive defeat of conjunctural and emergency modes of action. With particular reference to the Italian context, however, it seems improper to talk about a “change of models” – whether economic, social, productive or programming, rather than technological innovation – since in the national reality the models and reference systems prove to not to be actually structured. The current socio-economic and productive framework, and the political and planning actions themselves, are rather a variegated and disordered set of consolidated practices, habits often distorted when not deleterious, that correspond to stratified regulatory apparatuses, which are inconsistent and often ineffective. It is even more difficult to talk about programmatic rationality models in the specific sector of construction and built environment transformation, where the enunciation of objectives and the prospection of planning actions rarely achieve adequate projects and certain implementation processes, verified for the consistency of the results obtained and monitored for the ability in maintaining the required performance over time. Rather than “changing the model”, in the Italian case, we should therefore talk about giving shape and implementation to an organic and rational system of multilevel and inter-sectorial governance models, which assumes the principles of subsidiarity, administrative decentralization, inter-institutional and public-private cooperation. But, even in the current situation, with the pandemic not yet over, we are already experiencing a sort of “return to order”: after having envisaged radical changes – new urban models environmentally and climatically more sustainable, residential systems and public spaces more responsive to the pressing needs of social demand, priority actions to redevelop the suburbs and to strength infrastructures and ecosystem services, new advanced forms of decision-making decentralization for the co-planning of urban and territorial transformations, and so on – everything seems to has been reset to zero. This is evident from the list of actions and projects proposed by the National Recovery and Resilience Plan (NRRP), where no clear national strategy for green transition emerges, even though it is repeatedly mentioned. As highlighted by the Coordination of Technical-Scientific Associations for the Environment and Landscape1, and as required by EU guidelines2, this transition requires a paradigm shift that assumes eco-sustainability as a transversal guideline for all actions. With the primary objective of protecting ecosystem balances, improving and enhancing the natural and landscape capital, as well as protecting citizen health and well-being from environmental risks and from those generated by improper anthropization phenomena. The contents of the Plan explicitly emphases the need to «repair the economic and social damage of the pandemic crisis» and to «contribute to addressing the structural weaknesses of the Italian economy», two certainly relevant objectives, the pursuit of which, however, could paradoxically contrast precisely with the transition to a more sustainable development. In the Plan, the green revolution and the ecological transition are resolved in a dedicated axis (waste management, hydrogen, energy efficiency of buildings, without however specific reform guidelines of the broader “energy” sector), while «only one of the projects of the Plan regards directly the theme Biodiversity / Ecosystem / Landscape, and in a completely marginal way» (CATAP, 2021). Actions are also limited for assessing the environmental sustainability of the interventions, except the provision of an ad hoc Commission for the streamlining of some procedural steps and a generic indication of compliance with the DNSH-Do not significant Harm criterion (do not cause any significant damage), without specific guidelines on the evaluation methods. Moreover, little or nothing in the Plan refers on actions and investments in urban renewal, abandoned heritage recovery3, of in protecting and enhancing areas characterized by environmental sensitivity/fragility; situations widely present on the national territory, which are instead the first resource for a structural environmental transition. Finally yet importantly, the well-known inability to manage expenditure and the public administration inefficiencies must be considered: a limit not only to the effective implementation of projects, but also to the control of the relationship between time, costs and quality (also environmental) of the interventions. In many places, the Plan has been talked about as an opportunity for a real “reconstruction”, similar to that of post-war Italy; forgetting that the socio-economic renaissance was driven by the INA-Casa Plan4, but also by a considerable robustness of the cultural approach in the research and experimentation of new housing models (Schiaffonati, 2014)5. A possible “model”, which – appropriately updated in socio-technical and environmental terms – could be a reference for an incisive governmental action aiming at answering to a question – the one of the housing – far from being resolved and still a priority, if not an emergency. The crisis also implies the deployment of new skills, with a review of outdated disciplinary approaches, abandoning all corporate resistances and subcultures that have long prevented the change. A particularly deep fracture in our country, which has implications in research, education and professions, dramatically evident in the disciplines of architectural and urban design. Coherently with the EU Strategic Agenda 2019-2024 and the European Pillar of Social Rights, the action plan presented by the Commission in March 2021, with the commitment of the Declaration of Porto on May 7, sets three main objectives for 2030: an employment rate higher than 78%, the participation of more than 60% of adults in training courses every year and at least 15 million fewer people at risk of social exclusion or poverty6. Education, training and retraining, lifelong learning and employment-oriented skills, placed at the center of EU policy action, now require large investments, to stimulate employment transitions towards the emerging sectors of green, circular and digital economies (environmental design and assessment, risk assessment & management, safety, durability and maintainability, design and management of the life cycle of plans, projects, building systems and components: contents that are completely marginal or absent in the current training offer of Architecture). Departments and PhDs in the Technological Area have actively worked with considerable effectiveness in this field. In these regards, we have to recall the role played by Romano Del Nord «protagonist for commitment and clarity in identi
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it