{"id":"W4410259025","doi":"10.1007/978-3-031-83379-3_14","title":"Peace, Violence and Inequality in a Climate Disrupted World (2022)","year":2025,"lang":"en","type":"book-chapter","venue":"Pioneers in arts, humanities, science, engineering, practice","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Inequality; Political science; Development economics; Economics; Mathematics; Mathematical analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005654294,0.0005285056,0.0005733416,0.002801332,0.00073861,0.000846911,0.001035373,0.0001640811,0.0002331824],"category_scores_gemma":[0.0009653375,0.0006274441,0.00008148921,0.0009458346,0.0016247,0.001526317,0.000508518,0.001213791,0.00003079575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309611,"about_ca_system_score_gemma":0.000529445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985166,"about_ca_topic_score_gemma":0.01267692,"domain_scores_codex":[0.9953876,0.0001193626,0.0008294069,0.00105965,0.001488733,0.001115279],"domain_scores_gemma":[0.9980811,0.0006284218,0.0003237787,0.0006037928,0.000164366,0.0001985181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003638297,0.00006926442,0.0003790868,0.0002133089,0.00002496555,0.0001038677,0.01198372,0.0007483953,0.000006065462,0.9839318,0.0003112242,0.00219192],"study_design_scores_gemma":[0.0003826671,0.00003185852,0.0007701522,0.0015781,0.00005821221,0.000003646099,0.002650387,0.0006109844,0.000002603734,0.00200111,0.9912137,0.0006965177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001403188,0.003346541,0.0004434487,0.001071561,0.001320384,0.001359977,0.00005595887,0.0003461153,0.9906528],"genre_scores_gemma":[0.3224195,0.05996149,0.008471257,0.004431059,0.001134249,0.0006507993,0.0001368851,0.00038683,0.602408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9909025,"threshold_uncertainty_score":0.9996177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782060884199065,"score_gpt":0.2853587244888818,"score_spread":0.2575381156468911,"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."}}