Psyche Machina
Method

How we grade.

Adapted from the Oxford CEBM levels, with a GRADE-style risk-of-bias flag.

Levels
L1Systematic review or meta-analysis of randomised trials
L2Randomised controlled trial or experiment
L3Longitudinal cohort, or quasi-experiment with a comparison group
L4Cross-sectional survey or mixed methods
L5Case report, case series, chat-log analysis or qualitative study
MapScoping review. Maps the field; not graded

Risk of bias

Low, some concerns or high. We look at randomisation, confounding, measurement (validated scales versus single items), attrition and conflicts of interest. Preprints are labelled. Serious bias can move a study down a level.

Workflow

An agent finds candidate studies in PubMed and arXiv and drafts the tags and level. Findings are only ever quoted from abstracts. Every grade stays marked “draft” until an expert reviews it.