Alcoholics Anonymous: Much More Than You Wanted To Know

A famous deep-dive on whether Alcoholics Anonymous works, wading through a uniquely broken and politicized literature: studies where the 'non-AA' group attended AA more than the 'AA' group; the 5%-vs-25% retention figure that traces to one misread graph everyone copied; the $30M, 8-year Project MATCH with no control group. Longitudinal 'AA attendees do better' studies are fatally confounded (wanting to quit, resources, perseverance, severity). The RCTs all have holes (Brandsma's anti-AA result is one cherry-picked timepoint among ~50 and used a fake AA group; Walsh's inpatient-beats-AA is really AA+more-AA vs AA; Timko is muddled). Project MATCH found 12-step, CBT, and motivational therapy all equal ('everybody has won and all must have prizes') — but with no control group, raising 'does anything work?' The clarifying turn: 'brief opportunistic intervention' (a doctor simply asking you to quit) DOES work (~1 in 8), scales cheaply, and tolerates control groups; and a complexity-class-style hierarchy emerges where every psychosocial treatment (AA, CBT, brief treatment, even a 5-minute chat) is roughly equal and all beat no-treatment, after only a tiny dose. Conclusion: most alcoholics recover on their own; all treatments add a small, equal, fast-saturating boost — so AA 'works, but only a tiny bit, and five minutes with a doctor may do as well' — with awkward implications for the rehab industry and the 'treatment not prison' framing of the War on Drugs.

Quality 82 · Excellent. Excellent (82). A comprehensive, rigorous, devastatingly funny, frequently-cited deep-dive that both demolishes a broken literature and lands a genuinely clarifying synthesis (everything works a little, equally, after a tiny dose; brief intervention is underrated; most recover on their own), with real-world stakes (the rehab industry, the War on Drugs). Among Scott's signature MMTYWTK pieces.

Claude’s paradigm shift 58 · Moderate. Moderate, high (58). A synthesis of existing (broken) research; the fresh contributions are the meta-critique, the everything-is-equal/tiny-dose framing, and the spotlight on brief opportunistic intervention.

Real-world impact 4 · Moderate. Moderate, high (4). A widely-cited efficacy analysis of a mass-scale intervention (AA/rehab) with directly clinically-relevant findings (brief intervention; treatment equivalence); its effect is on discourse and clinical understanding rather than enacted law.