De l’Université du rétablissement
Bibliographic record
Abstract
Objectives Located at the heart of a mental health university institute in Montreal, Canada, the University of Recovery (UR) is a peer-run agency of service users who came together as a private non-profit organization to promote their experiential knowledge in science and public health, and to transform the academic milieu as an inclusive work environment conducive to recovery and full citizenship. UR students can thus have access to scientific conferences and classes on various topics and invite scientists or other professionals to further discuss new discoveries and techniques, and possible ways of improving healthcare from a patients' and service users' perspective. Our conversation with a scientist specialized in obsessive-compulsive disorders triggered this collective reflection on neuroimaging in terms of psychiatric diagnoses, prognoses, recovery opportunities and meta-cognition.Method At the core of the UR as a therapeutic education program is the Projet Citoyen, an adaptation and a transposition in Montreal of the Yale Citizens Project, which has been developed in New Haven, USA, over the past fifteen years. The Projet Citoyen is comprised of four main components: bi-weekly group discussions, individualized peer support, involvement and practicum in the community, and participation in public events and debates. UR students therefore evolve in the academic and scientific milieu, here regarded as a translational community and human laboratory towards social inclusion and full citizenship. UR students can be involved as auxiliaries of medical training to always promote and illustrate recovery opportunities when psychiatric 'dysfunctions' or 'disorders' are the topics of a medical class. In April 2016, UR students invited Dr Marc Lavoie to discuss is work on obsessive-compulsive disorders (OCD). The content of this group discussion is herein reported.Results UR students learned, among other things, that neuroimaging can be used to identify patterns of brain reactions to various stimuli and situations, reactions that can be different from one psychiatric condition to another and to the rest of the 'normal' population. For example, bright red, green, or blue shades of color can show an over-activation of the thalamus for persons with OCD. This difference can be indicative of a so-called cognitive impairment, with some people reacting more 'emotionally' to an image than other persons for whom the reaction would imply parts of the brain which are normally rather associated to 'rational' thinking (e.g.: the cerebral cortex). Such a difference, when it appears through a neuroimaging technique like EEG or MRI, does not lead to the enunciation of a particular diagnosis for an individual, but can give some complementary indications to be used in conjunction with other observations and can inform the choice for a therapeutic approach. Cognitive Behavioural Therapy, for instance, has been statistically shown to be associated with anatomic changes in the human brain. Through some quite spectacular images of parts and subparts of the brain in action, UR students were able to admire all this beautiful neurodiversity. Then we discussed the concept of neuroplasticity: we now know that many aspects of the brain remain changeable or "plastic" even into adulthood, which contrasts with the previous common consensus that the human brain develops during childhood, then remains at once unchangeable afterward and "static."Conclusion Diverse neurological conditions appear as a result of normal variations in the human genome and in affect, the concepts of neurodiversity and of neuroplasticity go much beyond the prevailing prior conceptual conditioning of neurological differences as being inherently pathological and an irreversible "error of Mother Nature." There may be behaviors that cannot be controlled through rational thought, but rather emerge based on prior conditioning from the environment and other external and/or internal stimuli, and a psychotherapy could then consist of recognizing this conditioning and learning how to think and react differently to a triggering stimulus. The University of Recovery is thus first and foremost a principle of mutuality among its members - the students in recovery - who are allied through self-help as a basis for metacognitive therapeutic education.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.221 | 0.054 |
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".