interpret_model_fit
Interpret statistical model fit metrics like R², AIC, BIC, and Pseudo-R² to evaluate model performance and compare models for quantitative research.
Instructions
모형적합도 해석 (R², AIC, BIC, Pseudo-R²)
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| metrics | Yes | 적합도 지표들 | |
| model_type | Yes | 모형 유형 | |
| comparison | No | 모형 비교 여부 |
Implementation Reference
- src/tools/index.ts:1734-1745 (handler)The handler function for 'interpret_model_fit' tool. Takes metrics object and returns interpretations for R², adjusted R², AIC, BIC in Korean.
function handleInterpretModelFit(args: Record<string, unknown>) { const metrics = args.metrics as Record<string, number>; return { metrics, interpretation: { r_squared: metrics.r_squared ? `설명력: ${(metrics.r_squared * 100).toFixed(1)}%` : null, adj_r_squared: metrics.adj_r_squared ? `조정된 설명력: ${(metrics.adj_r_squared * 100).toFixed(1)}%` : null, aic: metrics.aic ? "낮을수록 좋음 (모형 비교용)" : null, bic: metrics.bic ? "낮을수록 좋음 (복잡성 페널티 더 큼)" : null } }; } - src/tools/index.ts:484-492 (schema)Input schema for the 'interpret_model_fit' tool defining required metrics object, model_type string, and optional comparison boolean.
inputSchema: { type: "object", properties: { metrics: { type: "object", description: "적합도 지표들" }, model_type: { type: "string", description: "모형 유형" }, comparison: { type: "boolean", description: "모형 비교 여부" }, }, required: ["metrics", "model_type"], }, - src/tools/index.ts:482-493 (registration)Tool registration in the tools array, including name, description, and inputSchema.
name: "interpret_model_fit", description: "모형적합도 해석 (R², AIC, BIC, Pseudo-R²)", inputSchema: { type: "object", properties: { metrics: { type: "object", description: "적합도 지표들" }, model_type: { type: "string", description: "모형 유형" }, comparison: { type: "boolean", description: "모형 비교 여부" }, }, required: ["metrics", "model_type"], }, }, - src/tools/index.ts:852-853 (registration)Registration of the handler in the main handleToolCall switch statement.
case "interpret_model_fit": return handleInterpretModelFit(args);