Net‐Based Customer Service Systems: Evolution and Revolution in Web Site Functionalities*
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT Firms' Web sites are becoming an increasingly important component of their customer service systems. Yet there is a dearth of research‐based insights and guidelines concerning the roles, functionalities, and effective design of Web sites. In this article we describe and discuss findings from a three‐phase, multimethod research study aimed at filling this literature void. We first propose and validate a descriptive taxonomy of customer needs amenable to online fulfillment. Complementing this taxonomy, we next propose, and offer preliminary validation of, a five‐stage conceptual model for understanding and predicting the development of a firm's Web site design and functionality. Findings from our study suggest that firms' Web sites are by and large in the early stages of development with respect to their ultimate potential, but that executives in leading service firms have begun to conceptualize and plan for subsequent stages. We conclude the article with managerial implications and important avenues for further research.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it