Introduction
Literature review
Computer-supported collaborative concept mapping as a knowledge externalization means
Existing knowledge extraction, classification, and analysis methods
Semantic knowledge analysis
Methodology
Research purposes and questions
Research context and participants
The instructional process
Data collection and analysis process
Dimension | Indicator | Code | Description |
---|---|---|---|
Structure | Number of layers | NoL | The number of layers in each concept map |
Number of nodes | NoN | The number of nodes in each concept map | |
Number of connections | NoC | The number of connections in each concept map | |
Distributions of nodes | DIS | The score of distribution was measured as the quantity of ideas divided by the number of layers (DIS = NoN / NoL). A higher score of DIS indicated a larger number of nodes distributed for each hierarchy | |
Idea | Overall quality of ideas | QoI | The weighted sum of the number of nodes at each level (QoI = level 1 * 1 + level 2 * 1.5 + level 3 * 2 + level 4 * 2.5 + …). A higher score of QoI indicated a higher quality of a concept map |
Average depth of ideas | DoI | DoI was measured as the overall quality of ideas divided by the number of nodes (DoI = QoI/NoN). A higher score of DoI indicated a deeper idea elaboration on average | |
Connection | Overall quality of connections | QoC | The weighted sum of the number of connections for each type (QoC = a * 1 + b * 2) a: There is no relation between two nodes; b: There is an interpretable relation between two nodes |
Average depth of connections | DoC | DoC was measured as the Overall quality of connections divided by the number of connections (DoC = QoC/NoC) |
SNA metrics | Description |
---|---|
Density | The ratio of actual links between any nodes to all potential possible links |
Average Path Length (APL) | The average number of the shortest paths for all possible pairs of nodes |
Transitivity | The ratio of transitive triads to all triads in a network |
Reciprocity | The ratio of symmetric dyads to non-null dyads in a network |
Centralization | The extent to which degree centrality is concentrated in a network ranged between 0 and 1 |
Distance | The maximum value of the distance between any two nodes in the network |
Average Degree (AD) | The mean of all nodes’ degrees |
Average Weighting Degree (AWD) | The mean of all nodes’ weighted degree |
Rank | Sememe | Frequency |
---|---|---|
1 | Education/教育 | 159 |
2 | Image/图像 | 95 |
3 | Knowledge/知识 | 94 |
4 | Study/学习 | 40 |
5 | Plans/规划 | 39 |
6 | NounUnit/名量 | 36 |
7 | Thinking/思想 | 35 |
8 | FuncWord/功能词 | 33 |
Results
RQ 1: What were the differences in semantic knowledge characteristics between pairs with high and low performances during CSCCM?
SNA metrics | Density | APL | Transitivity | Reciprocity | Centralization | Distance | AD | AWD |
---|---|---|---|---|---|---|---|---|
High-performing | 0.335 | 1.898 | 0.476 | 1 | 2.512 | 4 | 19.767 | 36.016 |
Low-performing | 0.176 | 2.256 | 0.387 | 1 | 0.745 | 5 | 9.0 | 17.225 |