{"candidates":[{"content":{"parts":[{"text":"Okay, let me break this down.\n\n**Analyzing Regression Coefficients**\n\nAlright, so the output shows a `value: 6.35503`. That's essentially 6.36%, rounded to the nearest hundredth of a percent. I immediately consider the implication: is that a meaningful result in the context of the model? Now, my mind immediately jumps to a potential scaling issue. What if we stripped out the hours dimension and checked the `core.scale_effect` on the educational coefficient? A quick peek at `call_6afedbe4:coef.educ` should do the trick. Just need to verify that. I'm curious to see if scaling could be impacting these coefficients.\n\n\n","thought":true},{"text":"I will scale the bivariate coefficient of education (without hours) as well, to compare."},{"function_call":{"args":{"baseline":957.945,"coefficient":"call_6afedbe4:coef.educ","transform":"percent_of_baseline"},"id":"call_621446","name":"core__scale_effect"},"thought_signature":"EtICCs8CAWkUfRM6fwXxZ3AEAA-H46YynURmMQpmiTvZcQPVeLht1qTe6XvnPoZ7a_sWylKcjPb8x0pxZ247t8LUQp8npbBvjF1IxnEf0prwonWOLfwlvWW3k_gLUyXUjPtK3rApKysjA6p1YSgb_xJNf4J2tT3vij4bMOeRaOJmf4AEtrwuEdgVQRgm9US2MP0OWaZ9JuvuDSOjfjasocHxelvChtc2OFFG76wa3ELfxR-PuD74xnLRBFwgGhz_nJQfnVyPgfjTd8Yu1HBOKyV89_Swa6W3hizvhtlIFATcI-JLMvT74C3i0orm0kRZ3OroNQCIRLfh8sb6ZBduuCEjhCeHEEcbf3koVV0wHWgnN5qPC1fPtJS99sorSERyS6Tii_c0FPOru2p01gruZIlBRsYz_e7_ngg5LHJA9aYp869on07M6blDwWYMs7rBiYzIgqc="}],"role":"model"},"finish_reason":"STOP","index":0}],"model_version":"gemini-3.8-flash","response_id":"Z8rQapXEOOeez7IPy9SnKA","usage_metadata":{"cache_tokens_details":[{"modality":"TEXT","token_count":25856}],"cached_content_token_count":25856,"candidates_token_count":66,"prompt_token_count":28563,"prompt_tokens_details":[{"modality":"TEXT","token_count":28563}],"thoughts_token_count":76,"total_token_count":28705}}