{"id":"W4410603634","doi":"10.1038/s41893-025-01562-4","title":"Ten principles for transforming economics in a time of global crises","year":2025,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"BAH Enterprises (Canada)","funders":"Natural Environment Research Council; Leverhulme Trust","keywords":"Economics; Neoclassical economics; Economic system; Positive economics; Economic geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005245407,0.0001512057,0.0002279846,0.00004424177,0.00007066613,0.00001399123,0.0003131842,0.000235083,0.0001123243],"category_scores_gemma":[0.0003580815,0.0001467076,0.00009353858,0.0003651138,0.0002206022,0.0001920431,0.0001955479,0.0001623882,0.000003825967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002998715,"about_ca_system_score_gemma":0.0001424496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003224248,"about_ca_topic_score_gemma":0.0002417595,"domain_scores_codex":[0.9987969,0.00002971267,0.0003404983,0.0003423184,0.0001094203,0.0003810907],"domain_scores_gemma":[0.99956,0.00008520034,0.00005842979,0.0002323903,0.0000165359,0.00004747496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002263914,0.0002161576,0.9748142,0.0002419863,0.00001495386,0.000002065467,0.0003644777,0.002121994,0.0000495874,0.006008527,0.0004491259,0.01549056],"study_design_scores_gemma":[0.0008212316,0.00004249845,0.898265,0.00001295191,0.00001503543,7.286753e-7,0.001564484,0.0004862001,0.00127376,0.07217281,0.02515056,0.0001947538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987866,0.00006752981,0.0001496691,0.001358615,0.00004473188,0.0009655468,0.00002040729,0.00001953973,0.009507952],"genre_scores_gemma":[0.9975175,0.000009006447,0.0006690471,0.0002263446,0.000009444778,0.00007807201,0.00000882498,0.000006218937,0.001475588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07654919,"threshold_uncertainty_score":0.7841537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005036476069451683,"score_gpt":0.2561820652708161,"score_spread":0.2511455892013644,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}