{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01994817,0.0008492193,0.0009093769,0.007131416,0.00735552,0.01430774,0.002304612,0.004101538,0.008597654],"category_scores_gemma":[0.02457367,0.0006125035,0.0008190571,0.008152974,0.07423216,0.0201834,0.01192046,0.009459772,0.0006994265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007416,"about_ca_system_score_gemma":0.007738268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005393404,"about_ca_topic_score_gemma":0.006185358,"domain_scores_codex":[0.9826463,0.01279636,0.0006172742,0.001324305,0.001965169,0.0006505715],"domain_scores_gemma":[0.9627736,0.02631042,0.00367843,0.002261181,0.003597306,0.00137907],"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":[0.000003633997,0.00001281902,0.0005991246,0.00009275379,0.000004035944,0.00008142764,0.009185516,0.0002375179,0.00003081307,0.9819081,0.002458547,0.005385633],"study_design_scores_gemma":[0.000005338642,0.00001782344,0.0008823022,0.0008915858,0.000006791209,0.0002844184,0.02488625,0.001480495,0.00009801886,0.8796886,0.09173305,0.00002524018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04161973,0.06870255,0.2397961,0.2932262,0.003049255,0.0004995675,0.0002769581,0.0002526955,0.352577],"genre_scores_gemma":[0.9184095,0.02771075,0.02898469,0.01098851,0.001961039,0.0006408045,0.0001220184,0.0001173683,0.01106538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01994817,"threshold_uncertainty_score":0.1054972,"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."}}