To construct a heatmap for the cognitive processes associated with each of the proximate goals of the Unifying Game Ontology, we will use the previous instruction categories, instructions, and their synonyms as a reference. Each cognitive process will be scored based on how strongly it matches the goal, with probabilities indicating the degree of alignment (e.g., 0.0 to 1.0, where 1.0 is a perfect match).

Step	Description	Example
1. Analyze Goals	Break down each goal into its fundamental meaning and purpose.	Goal: “Choose” involves decision-making and selecting from options.
2. Define Processes	Understand the characteristics of each cognitive process and their associated instruction categories.	Applying involves “execute,” “select,” “utilize”; Evaluating includes “critique,” “verify.”
3. Match Instructions	Cross-reference the goal with relevant instructions and synonyms from the process instruction categories.	Goal “Find” matches Remembering (recall, identify) and Analyzing (locate, investigate).
4. Measure Alignment	Estimate the degree of relevance (semantic proximity) between the goal and cognitive processes.	Goal “Create” aligns strongly with Creating (1.0), moderately with Applying (0.8).
5. Normalize Scores	Assign a probability (0.0–1.0) for each goal-process pair to represent alignment strength.	Scores for “Remove”: Analyzing (0.7), Evaluating (0.8), Applying (0.6).

Goal	Remembering	Understanding	Applying	Analyzing	Evaluating	Creating
Choose	0.2	0.4	0.8	0.5	0.7	0.3
Find	0.9	0.3	0.5	0.7	0.6	0.2
Obtain	0.7	0.5	0.9	0.6	0.4	0.4
Configure	0.2	0.6	0.8	0.6	0.5	0.7
Create	0.1	0.5	0.8	0.7	0.6	1.0
Optimize	0.2	0.7	0.9	0.9	0.8	0.7
Reach	0.4	0.3	0.7	0.5	0.6	0.4
Remove	0.5	0.4	0.6	0.7	0.8	0.2
Solve	0.3	0.6	0.9	0.8	0.9	0.6
Synchronize	0.2	0.7	0.9	0.8	0.8	0.7

Heatmap Analysis:

Choose: Closely aligns with Applying and Evaluating due to its emphasis on decision-making and assessment of options.
Find: Strongly linked to Remembering (recall tasks) and moderately associated with Analyzing for identification processes.
Obtain: Highly associated with Applying due to its action-oriented nature and moderately linked to Remembering for retrieving knowledge.
Configure: Strong in Creating and Applying, reflecting the need for design and operational understanding.
Create: Most aligned with Creating, with secondary connections to Analyzing and Applying for problem-solving and design.
Optimize: Strong in Analyzing and Evaluating, reflecting refinement and efficiency processes.
Reach: Moderate across Remembering, Applying, and Evaluating, indicating its process-oriented goal.
Remove: Linked to Analyzing and Evaluating for identifying and taking corrective action.
Solve: Highly associated with Analyzing, Evaluating, and Applying, indicative of problem-solving processes.
Synchronize: Strong across Applying, Analyzing, and Evaluating, highlighting coordination and timing.

Heatmap Analysis:

Gagne’s Types of Learning