Notice bibliographique
Résumé
Times are tough for public universities.Over the past quarter-century, state legislatures have slashed college budgets, and these cuts have only accelerated during a seemingly endless economic meltdown.We have been told to do more with less, make sacrifices, and be self-sufficient-and I couldn't agree more.Unlike those socialists lining up to mainline milk from the nanny state, many of us favor fiscally sound solutions.We should teach our children well by following dogmatically free-market principles that reject government meddling.My modest proposal is multipronged and forward-thinking.It would hand over all aspects of academic life to private companies, creating a university system that is more efficient, even profitable.In reimagining how higher education can be rebooted, we must ask ourselves, "What would a liberal arts education look like if McDonald's funded it?"Killing many birds with one lethal stone, we can simultaneously solve the problems of overstuffed budgets, overpaid professors, and-as an added, unexpected bonus-plagiarism.Let me explain. Act I: A Modest Free Market Proposal for Educational ReformThe first part of the plan involves the sponsorship of classes, in which companies exchange cash and services for the prominent placement of their logos on syllabi and in teaching spaces.This is a nobrainer, especially since on-campus branding has expanded in recent years.Under this plan, rational economic decisions will play a greater role in determining course offerings; less popular, unprofitable classes will necessarily fall by the wayside.My second proposal will be more controversial, for it involves radically rethinking the way undergraduate students approach their coursework.These days, professors fret over undergrads using the services of "research assistance" companies-businesses that sell finished papers on every imaginable subject.Rather than siding with these fuddy-duddies, we should instead embrace this shift in student work habits.After all, the free market is influencing the decisions our students make, and it would be disastrous to regulate an emerging marketplace during these uncertain times.It also seems morally wrong to force undergrads to waste their time reading, researching, writing, and revising when their labor could be put to better use in service jobs and other low-wage positions.This will allow them to buy pre-packaged papers and have spending money left over to inject into the economy.It's a win-win.Only lazy students who are not gainfully employed will lose out.Additionally, those who carefully manage their money (or whose families have already done so) can purchase higher quality papers that will earn them better grades: a one-dollar, one-vote approach to learning.While it is true that this shift in pedagogy will hurt some businesses-such as TurnItIn.comand
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 | 0,003 | 0,021 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,000 | 0,001 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,013 | 0,008 |
| Communication savante | 0,014 | 0,017 |
| Science ouverte | 0,002 | 0,004 |
| Intégrité de la recherche | 0,017 | 0,018 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,010 | 0,006 |
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 ».