Human oversight studies
Experiments test whether people reviewing AI outputs catch errors or defer to the system, and how interface design changes that.
GCRI · هوش مصنوعی و سامانههای خودمختار
Social and behavioural science studies how people use, trust and are affected by AI. In this field it supplies surveys, experiments and qualitative research on نظارت انسانی, public attitudes, labour effects and the experience of people subject to algorithmic decisions.
Social and behavioural science studies how individuals, groups and institutions think, act and organise. It explains vulnerability, ادراک ریسک, compliance and collective response to shocks. In artificial intelligence and data and compute, social science identifies who is exposed and less able to cope, and why warnings are or are not acted upon. It informs equitable design of policies and interventions across interconnected risks. The canonical description is on STEM Commons.
Experiments test whether people reviewing AI outputs catch errors or defer to the system, and how interface design changes that.
Interviews and participatory research with people subject to algorithmic decisions document their experience and what accountability they need.
Surveys and field studies measure how workers use AI tools and how tasks, productivity and job quality change.
The screen a team would use to follow this method: its measures, states and decisions. Names are examples and values are illustrative.
AI and autonomous systems · Social science of AI · Run R-1790
robust standard errors
| Models in registry | 0.28 | 0.09 | [−0.1, 0.3] | بله |
| Evaluations passed at release | −0.04 | 0.02 | [−0.3, 0.2] | خیر |
| Open AI incidents | 0.36 | 0.04 | [0.0, 0.7] | بله |
| Agent actions needing approval | 0.09 | 0.02 | [−0.1, 0.5] | خیر |
Datasets and records used by social and behavioural science on this platform, with the role each plays and the label its values carry. Sources are listed in the source register.
| داده | نقش | برچسب |
|---|---|---|
| Experimental data | Oversight behaviour | مشاهدهشده |
| Interview records | Affected experience | گزارششده |
| Worker surveys | پذیرش | گزارششده |
مدل، مفروضات، دادهها و عدم قطعیت آن، به شکلی که دانشمند یا مهندس بررسی میکند. ساختارها از روشهای منتشرشده پیروی میکنند. مقادیر ترسیمشده تبیینیاند، نه یافته.
The model structure used for Social science of AI, the assumptions it makes and how each is tested.
Ri = f(Hi, Ei, Vi, Ci)مخاطره، مواجهه، آسیبپذیری و ظرفیت مقابلهEAL = ∑k pk · Lkبر رویدادهای k با احتمال سالانهٔ pkxt+1 = A xt + B ut + εtA carries the couplings, u the shock, ε the error| فرض | چرا ساخته میشود | چگونه آزموده میشود |
|---|---|---|
| مخاطره و مواجهه در یک رویداد مستقلاند | انتگرال زیان را تحتکنترل نگه میدارد | مقایسه با برازش مفصل بر سوابق مشترک |
| جفتشدگیها نزدیک نقطهٔ کار خطیاند | اجازه میدهد شوکها از طریق A منتشر شوند | فراتر از دامنهٔ خطی آشفته کنید و مقایسه کنید |
| منحنیهای آسیبپذیری میان مکانها منتقل میشوند | منحنیهای محلی بهندرت در دسترساند | اعتبارسنجی در برابر زیانهای مشاهدهشده در جاهایی که وجود دارند |
Findings are tested through replication, triangulation of methods and pre-registered designs. Measurement instruments are checked for reliability and validity.
| بررسی | How it is done |
|---|---|
| Ethics review | Research with participants passes ethics review with informed consent |
| Pre-registration | Experimental hypotheses and analyses are registered in advance |
| Representative sampling | Surveys state their sampling frame and weighting |
Behaviour is context dependent and may change under stress. Self-reported data carry recall and social desirability biases.
Process explorer · Process
10 steps·4 مرحله
فرایند
PRISMA 2020 is a reporting guideline for systematic reviews; the steps follow its checklist, not a mandated sequence, and no Nexus document adopts it.
گزارشهاOutline of an externally published reporting guideline, not a Nexus process and not a record of operation. PRISMA 2020 mainly covers reviews of intervention effects. No Nexus page names it. Every programme is at service level R0.
جامعه و توسعه انسانی stewards social and behavioural science for the Consortium and reviews how it is applied across platforms.
Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.
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نقشهها، دادهها و ارقام این سایت برای زمینه و اطلاعات عمومی نشان داده میشوند. توصیه، پیشبینی یا هشدار نیستند؛ حدود این اطلاعات در سلب مسئولیتها و اعلامیههای داده بیان شده است.
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