{"id":"W4406151044","doi":"10.1002/sdr.1796","title":"The polycrisis is here, and system dynamics can help: a call to action","year":2025,"lang":"en","type":"article","venue":"System Dynamics Review","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Action (physics); Call to action; Computer science; Dynamics (music); System dynamics; Operations research; Artificial intelligence; Engineering; Business; Sociology; Marketing; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1133203,0.001964604,0.006349806,0.002894841,0.005304088,0.01987206,0.007208597,0.01768554,0.02578528],"category_scores_gemma":[0.1333341,0.00147457,0.005136615,0.004171706,0.0206823,0.05028831,0.01274544,0.05309074,0.009668915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006485577,"about_ca_system_score_gemma":0.0411994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008087925,"about_ca_topic_score_gemma":0.01181078,"domain_scores_codex":[0.9427779,0.02805342,0.005818831,0.004976663,0.01610753,0.002265575],"domain_scores_gemma":[0.7459494,0.1387351,0.01380961,0.03311566,0.05460532,0.01378487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003403459,0.0001163242,0.0007244459,0.005364664,0.0003566121,0.0004988305,0.001048854,0.0003243518,0.001130985,0.09449732,0.7648155,0.1307818],"study_design_scores_gemma":[0.00006297098,0.0001261422,0.0005408881,0.005938455,0.0001096499,0.000388805,0.001204023,0.0002873816,0.0004010281,0.0794244,0.9113928,0.0001234581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003180257,0.06201613,0.01016181,0.8612853,0.06114309,0.0001055073,0.0002858013,0.000326727,0.004357677],"genre_scores_gemma":[0.02422929,0.1451273,0.04838021,0.6960877,0.06335478,0.0007707056,0.0008345586,0.0007495357,0.02046593],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1133203,"threshold_uncertainty_score":0.5993023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07881702080423264,"score_gpt":0.4080165831504831,"score_spread":0.3291995623462505,"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."}}