{"id":"W4412683440","doi":"10.1017/sus.2025.10018","title":"Understanding polycrisis: definitions, applications, and responses","year":2025,"lang":"en","type":"article","venue":"Global Sustainability","topic":"American Constitutional Law and Politics","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Computer 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":[0.0004735497,0.00006722263,0.00009299417,0.00003358195,0.001066849,0.00006904375,0.0001045688,0.00006205969,0.00002288701],"category_scores_gemma":[0.0009084175,0.00007242439,0.00003452706,0.0004449408,0.001514275,0.00009365386,0.0000537526,0.00005808224,0.000002671343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001904442,"about_ca_system_score_gemma":0.003326069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004168192,"about_ca_topic_score_gemma":0.0005768194,"domain_scores_codex":[0.9990512,0.0002211838,0.0001351314,0.0001886066,0.000140422,0.0002634476],"domain_scores_gemma":[0.9992567,0.0002937725,0.0000298758,0.0001456454,0.0001734735,0.0001004842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001902213,0.00002489554,0.05663411,0.00001933851,0.000007526299,9.749604e-7,0.00007196591,0.00000100655,1.036878e-7,0.9411592,0.001174944,0.0008868707],"study_design_scores_gemma":[0.00006325778,0.00000550069,0.008890535,0.000004143634,0.00001453032,6.451305e-7,0.01674478,7.856557e-7,4.229246e-7,0.5947708,0.3794467,0.00005792622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02078497,0.001495531,0.09310544,0.03992102,0.0001407185,0.0008576293,0.0001782532,0.000218732,0.8432977],"genre_scores_gemma":[0.9979298,0.0001024081,0.0003074189,0.0007169412,0.00003852685,0.00005103931,0.000003786862,0.000001155374,0.0008489657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9771448,"threshold_uncertainty_score":0.8205446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06095290412953516,"score_gpt":0.3584794801466233,"score_spread":0.2975265760170882,"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."}}