{"id":"W4392283525","doi":"10.1080/17477891.2024.2323105","title":"The cascading disaster risk of water, energy and food systems","year":2024,"lang":"en","type":"article","venue":"Environmental Hazards","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Food energy; Business; Risk analysis (engineering); Risk management; Environmental science; Environmental resource management; Environmental planning; Environmental health; Medicine; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002579531,0.0002248174,0.000187381,0.00002691875,0.0003525938,0.00006993303,0.0002012926,0.00006301019,0.000144268],"category_scores_gemma":[0.000004603839,0.0001275694,0.00008186702,0.00005720087,0.0006157068,0.0001897682,0.0006768028,0.00009244082,0.00008685497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869741,"about_ca_system_score_gemma":0.000002116237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005254698,"about_ca_topic_score_gemma":0.0002194528,"domain_scores_codex":[0.9984262,0.0001138256,0.0002784241,0.0003987949,0.0003948127,0.0003879596],"domain_scores_gemma":[0.9994707,0.0001031036,0.0000472266,0.0002900611,6.60042e-7,0.00008829027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002860339,0.000944957,0.09311263,0.0004856252,0.003737533,0.0002741523,0.02919325,0.006042132,0.4473463,0.08026409,0.03063769,0.3076756],"study_design_scores_gemma":[0.001379512,0.001884459,0.03642994,0.0002738629,0.0005555367,0.0003483622,0.008710952,0.02417523,0.1818175,0.03022786,0.7123144,0.001882328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670972,0.00780286,0.0004413195,0.0002072688,0.000772705,0.0001484868,0.0002015451,0.00006535286,0.02326327],"genre_scores_gemma":[0.9957086,0.0005307242,0.00002713827,0.00002320731,0.00007977825,0.00004404728,0.00000769288,0.00003535506,0.003543474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6816767,"threshold_uncertainty_score":0.5202129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005177967494675182,"score_gpt":0.1777975299401223,"score_spread":0.1726195624454471,"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."}}