Druglib drug-effectiveness reviews
Druglib Drug Reviews is a public corpus of patient-written reviews of prescription medications, each rating a drug’s benefits and overall effectiveness on 1–10 ordinal scales. The texts predominantly discuss a range of personal experiences related to the effects of various medications, highlighting both positive and negative outcomes. Common themes include improvement in mood , relief from physical pain , and management of chronic conditions such as anxiety, insomnia, and acne. Many reviews express satisfaction with treatments that resulted in reduced symptoms like cramps , hypertension , and menstrual issues , while others detail adverse effects, including emotional instability and relationship problems . Overall, the narratives reflect a complex interplay of benefits and drawbacks, illustrating the varied impact of medications on individuals' quality of life. [Summary on 50 random texts by ChatGPT 4o Mini].
Reported holdout systems from the verified card
Ordinal prediction uses Quad. κ as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.