YouTube Recommendations Content Access and Prospective Prediction

This companion protocol examines recommendation feedback, differences between content access routes and claims of apparent prediction. It specifies prospective records, fixed scoring and baseline comparisons. The source conversations document the research questions; no controlled recommendation experiment or completed prediction series is reported. The case can be investigated independently while preserving its methodological connection to the computational loops audit.