GINC 250 / AI drug development

Trend · rank 142 of 250

AI drug development

Production & InnovationHealth & Modern Sciencebiotechai

Machine learning applied to target discovery, molecule design and clinical trials, compressing pharmaceutical timelines and cost.

Sensitivity and network position

Rank142 of 250
Sensitivity12.5 · rank 127
Breadth3 of 24 scenarios High or above, 1 Critical
PageRank32.5 · rank 150
Eigenvector0.9
Betweenness20.8
Links11 trends at Moderate similarity or above
Composite22.4

Relation to each scenario

A trend relates to a scenario when it changes how likely the scenario is, how hard it lands, or is itself sharply changed by it. Scores are GINC desk judgements and will be replaced by the panel.

RelationScenarioFamily
6CriticalBiomedical breakthrough wave S17 ↗E Health
4HighSuperintelligence takeoff S15 ↗D Technology and infrastructure
4HighHundred-day pandemic defence S24 ↗E Health
3ModeratePandemic with a novel pathogen S14E Health
1Very lowRapid AI diffusion shock S13D Technology and infrastructure
0Not relatedGeoeconomic confrontation S01A Economic and trade
0Not relatedSingle-supplier cut-off S02A Economic and trade
0Not relatedGlobal financial crisis S03A Economic and trade
0Not relatedSovereign funding crisis S04A Economic and trade
0Not relatedMaritime chokepoint closure S05B Geopolitical and security
0Not relatedHybrid campaign by a hostile state S06B Geopolitical and security
0Not relatedPolitical legitimacy crisis S07B Geopolitical and security
0Not relatedMass displacement shock S08B Geopolitical and security
0Not relatedEnergy supply shock S09C Energy, climate and resources
0Not relatedCatastrophic disaster in the core S10C Energy, climate and resources
0Not relatedFood and water system shock S11C Energy, climate and resources
0Not relatedCritical infrastructure collapse S12D Technology and infrastructure
0Not relatedEnergy abundance breakthrough S16 ↗C Energy, climate and resources
0Not relatedGreat-power détente and peace dividend S18 ↗B Geopolitical and security
0Not relatedCoordinated sovereign debt reset S19 ↗A Economic and trade
0Not relatedEmerging-market growth breakout S20 ↗A Economic and trade
0Not relatedMiddle East regional settlement S21 ↗B Geopolitical and security
0Not relatedAgricultural yield revolution S22 ↗C Energy, climate and resources
0Not relatedDigital public infrastructure leapfrog S23 ↗D Technology and infrastructure

Similarity = 0.3 × shared tags (Jaccard) + 0.3 × likeness of scenario profiles (cosine) + 0.25 × likeness of names and descriptions (TF-IDF cosine) + 0.1 if in the same capability domain + 0.05 if in the same theme, cut into seven levels at 0.12, 0.22, 0.33, 0.45, 0.58, 0.72. Shown at Moderate and above.

SimilarityTrendParadigmRank
4HighAI-accelerated scienceTechnology & Financials56
4HighRegional medicines manufacturingHealth & Modern Science127
4HighSynthetic biology & biomanufacturingHealth & Modern Science158
4HighPrecision medicine & oncologyHealth & Modern Science209
3ModerateAutomated AI researchTechnology & Financials119
3ModerateModern vaccinesHealth & Modern Science133
3ModerateResearch & development intensityGeoeconomics & Statecraft136
3ModerateGene editing & cell therapiesHealth & Modern Science182
3ModerateAI diagnostics & predictive healthHealth & Modern Science187
3ModerateBiosecurity & dual-use biologyHealth & Modern Science203
3ModerateMedical devices & neurotechnologyHealth & Modern Science247