An empirical study of scientists' reasoning in the Canadian regulatory evaluation of traditional, homeopathic, herbal and other "natural" medicines
Notice bibliographique
Résumé
How do one hundred scientists reason in a uniform manner during the regulatory review of proposed medicines? This ethnographic account of scientists' reasoning is based on thirteen months of anthropological fieldwork among the hundred scientists in a Canadian government directorate mandated to assess the safety and efficacy of proposed medicines while "respecting philosophical and cultural diversity." The scientists themselves cannot be considered uniform. They were born in numerous countries around the world and educated in many scientific disciplines. Many scientists were also health practitioners, in a variety of traditions. The scientists expressed a wide range of opinions about the usefulness of traditional medicines and other "natural health products." This dissertation describes the ways in which scientists reasoned in their assessment work. Many scientists attributed the uniformity in their reasoning to their use of standards and to their frequent consultation of expert peers. I argue that these activities do not account for the most striking features of scientists' uniform style of reasoning, including scientists': directed perception; repetition of phrases like "we have to be flexible" in situations of uncertainty; acute sensitivity to fairness; common affective dispositions towards certain file traits; agnostic perspective towards the relation of textual standards to "reality"; and consideration of the licensing backlog. These features were inseparable from the omnipresent tools of managerialism such as quotas for the number of evaluations to be completed weekly. Certain of these striking features appeared to be further entrenched by the temporary, rather than permanent, appointment of half the scientific staff to their positions. This uniform style of reasoning had very little, if anything, to do with scientists' pre-existing "beliefs" and convictions. I argue that scientists were interpellated into this style of reasoning (including common directed perception and affective dispositions) through participation in the material and social structuring of activities in the Directorate, even though the pre-structuring of reasoning activities was never fully determined. The dissertation begins and ends with Ludwik Fleck's observation that "every epistemological theory is trivial that does not take th[e] sociological dependence of all cognition into account in a fundamental and detailed manner" (1979:43).
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,060 | 0,199 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,006 | 0,008 |
| Études des sciences et des technologies | 0,037 | 0,025 |
| Communication savante | 0,011 | 0,005 |
| Science ouverte | 0,005 | 0,006 |
| Intégrité de la recherche | 0,003 | 0,006 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,003 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».