Function _apply_full_text_methodology_hints

agents/coldstart-agent/main.py:408–422

Use explicit PDF phrases as extra methodology hints.

(profile: Dict[str, Any], result: Dict[str, Any])

    seeded = min(PDF_DIRECTION_WEIGHT_CAP, incoming * new_direction_scale, new_direction_cap)
    return round(seeded, 4)


def _apply_full_text_methodology_hints(profile: Dict[str, Any], result: Dict[str, Any]) -> None:
    """Use explicit PDF phrases as extra methodology hints."""
    full_text = (result.get("full_text") or "").lower()

    if any(keyword in full_text for keyword in ("dataset", "data-driven", "empirical", "experiment", "benchmark")):
        profile["methodology_preferences"]["preference_data_driven_over_theory"] = True

    if any(keyword in full_text for keyword in ("framework", "system", "comprehensive", "benchmark", "pipeline", "platform")):
        profile["methodology_preferences"]["preference_systematic_work_over_incremental"] = True

    if any(keyword in full_text for keyword in ("github", "open source", "code available", "code release")):
        profile["methodology_preferences"]["preference_open_source_code"] = True

    if any(keyword in full_text for keyword in ("bio", "protein", "molecular", "drug", "scientific", "computational biology")):
        profile["methodology_preferences"]["preference_bio_science_application"] = True