How Many Limnologists Does It Take to Fix the Plumbing? The Arising Researcher
Notice bibliographique
Résumé
In my junior year at Saint Olaf College, I joined a literature group called Discussions in Ecology (DIE; an unfortunate acronym). Led by two devoted ecology professors, the members of DIE gathered weekly over dinner to discuss a foundational or new paper in ecology. As we were at an undergraduate-only institution, this was our substitute for a weekly lab meeting and a way to foster community. I had only recently switched the focus of my biology major from biochemistry, in which I was a decidedly mediocre student, to ecology. The change in academic focus was precipitated by my first field experience, assisting with a beaver population survey in northern Minnesota as a part of a January interim course. I reasoned that if I could still love a subject after 20 days of pursuing it in below-freezing temperatures, it was worth pursuing as a career. (However, the following January I decided I had experienced enough frozen field work and took a tropical biology course instead.) At one DIE meeting in the spring of 2009, we read Jon Cole and colleagues' “Plumbing the global carbon cycle: Integrating inland waters into the terrestrial carbon budget” (2007, Ecosystems 10:172–185). We had been discussing mass balance approaches and biogeochemical cycles, so the article had been selected to fit both topics. We spent the time over dinner explaining the passive and active pipe metaphor to each other and discussing the assumptions and unknowns in each part of the budget presented in the paper. This was truly the first time that a scientific paper had captured my fascination and discussing it that evening with my make-shift lab group was the beginning of a line of “carbocentric” limnological research (see Prairie (2008) Canadian Journal of Fisheries and Aquatic Sciences 65:543–548) that I pursued throughout my dissertation and continue to pursue today. The concept that the active pipe diagram illustrates is that inland waters are not simply conduits for terrestrial carbon to the ocean, but instead they actively cycle terrestrial carbon influencing downstream flows. The concept and synthesis of the budget was transformational. For a few years, it seemed as though you couldn't attend a presentation on aquatic carbon cycling at a meeting and not see the active pipe diagram in the introductory slides. My own dissertation defense began with a cartoonish rendering of the diagram which I used to explain the importance of lakes in regional carbon budgets. In addition to providing context and estimates of the magnitude of the role of inland waters in the terrestrial carbon cycle, Jon and his colleagues' work also revealed, through a well-laid budgeting framework, the gaps in our knowledge on the subject. In my opinion, this aspect of the paper helped to foster a vast and productive line of research that continues in limnology today.
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 | 0,027 | 0,090 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,002 | 0,003 |
| Études des sciences et des technologies | 0,016 | 0,015 |
| Communication savante | 0,016 | 0,026 |
| Science ouverte | 0,003 | 0,009 |
| Intégrité de la recherche | 0,010 | 0,020 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,015 | 0,008 |
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 ».