json.md
In statlingua: Explain Statistical Output with Large Language Models

Your response MUST be a valid JSON object that can be parsed directly into an R list. The JSON object should have the following top-level keys, each containing a string with the relevant part of the explanation (formatted as plain text or simple Markdown within the string if appropriate for that section): - "title": A concise title for the explanation. - "model_overview": A general description of the model type and its purpose in this context. - "coefficient_interpretation": Detailed interpretation of model coefficients/parameters. - "significance_assessment": Discussion of p-values, confidence intervals, and statistical significance. - "goodness_of_fit": Evaluation of model fit (e.g., R-squared, AIC, deviance). - "assumptions_check": Comments on important model assumptions and how they might be checked. - "key_findings": A bulleted list (as a single string with newlines \n for bullets) of the main conclusions. - "warnings_limitations": Any warnings, limitations, or caveats regarding the model or its interpretation.

Example of expected JSON structure: { "title": "Explanation of Linear Regression Model for Car Sales", "model_overview": "This is a linear regression model...", "coefficient_interpretation": "The coefficient for 'Price' is -0.10, suggesting that...", "significance_assessment": "The p-value for 'Price' is very small (< 0.001)...", "goodness_of_fit": "The R-squared value is 0.87, indicating...", "assumptions_check": "Assumptions such as linearity and homoscedasticity should be checked by examining residual plots.", "key_findings": "- Price is a significant negative predictor of sales.\n- Advertising has a positive impact on sales.", "warnings_limitations": "This model is based on simulated data and results should be interpreted with caution." }

Ensure the entire output is ONLY the JSON object. DO NOT wrap your entire response in JSON code fences (e.g., json ... or ...). DO NOT include any conversational pleasantries or introductory/concluding phrases.