Notice bibliographique
Résumé
To the Editor: We read with interest about the development of geriatric syndromes as a bedrock for further advances of the discipline of geriatric medicine.1 As the authors point out, key to this is the development of conceptual models that might link the syndromes to each other, and especially to the vulnerability state known as frailty. The authors usefully summarize some models, including a figure that shows an evolution from a linear model of risk factors leading to advanced disease to an interactive concentric model from which clinical phenotypes might emerge.1 As helpful as these qualitative figures are, it is also useful to remember that conceptual models can arise from quantitative studies. From the simple idea that the more things a person has wrong with him or her, the more likely her or she is to be frail have arisen several quantitative estimates.2 For example, people accumulate things wrong with them (deficits) at a characteristic rate,3 even though approximately one-third of older adults show improvements in health status over short-term intervals.4 Those who accumulate deficits at a faster rate are more likely to die.5 It appears that exactly which deficits people accumulate might not be as important as the number that they accumulate, at least in terms of their vulnerability to adverse outcomes,6 a key item in defining frailty.7 Of potential clinical importance is the observation that there appears to be a fixed upper limit to frailty. From any set of things that people might have wrong with them, they cannot accumulate more than two-thirds of those potential deficits.8 Each of these items can be summarized in a mathematical model that shows good fit (r2>0.95) with observed data.4,9 In his accompanying editorial, Dr. Hazzard rightly endorsed the authors calling to attention the implications of shared pathophysiological features converging along final common paths to vulnerability, decline and death.10 He wondered whether to give the authors an A or an A+ on their 2007 report card. We suggest that geriatric medicine might withhold its highest ranking until we can better measure what is measurable and make measurable what is still conceptual. This is especially so for describing the complex phenomena that make geriatric medicine both a challenge and a joy. Conflict of Interest: The editor in chief has determined there are no conflicts of interest relevant to this paper. Author Contributions: Both authors contributed to this letter. Sponsors' Role: There were no sponsors involved.
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 | 0,001 | 0,013 |
| Méta-épidémiologie (sens strict) | 0,002 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,002 | 0,004 |
| Science ouverte | 0,002 | 0,002 |
| Intégrité de la recherche | 0,010 | 0,014 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,021 | 0,011 |
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 ».