{"id":"W4406081248","doi":"10.1007/s00550-024-00544-y","title":"Sustainability Nexus AID: storms","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health; University of Calgary","funders":"Global Affairs Canada; Bundesministerium für Bildung und Forschung","keywords":"Nexus (standard); Storm; Sustainability; Political science; Geography; Computer science; Meteorology; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003039197,0.0005639765,0.0003487015,0.002151831,0.0008520339,0.003616218,0.001054108,0.0007435813,0.04705385],"category_scores_gemma":[0.006155351,0.0002768993,0.0003814315,0.002752012,0.0006150248,0.003512032,0.004666402,0.001264365,0.01573829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009640166,"about_ca_system_score_gemma":0.00254064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00308901,"about_ca_topic_score_gemma":0.002712829,"domain_scores_codex":[0.9986842,0.0004941843,0.00007697856,0.000158934,0.0004523772,0.0001332175],"domain_scores_gemma":[0.9964784,0.001314583,0.0002489867,0.0006281387,0.0008066818,0.0005232363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002634728,0.0001485384,0.00980407,0.0006681359,0.00003523049,0.0001469576,0.0008806488,0.006625743,0.001115515,0.04784332,0.7506956,0.1817728],"study_design_scores_gemma":[0.00003948593,0.00002868138,0.003070502,0.0002375629,0.00000997296,0.00005857505,0.0004211236,0.006563775,0.00218592,0.02087962,0.9664794,0.00002541924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03430466,0.002208701,0.07591035,0.01944271,0.001554294,0.00151385,0.2877792,0.08458729,0.492699],"genre_scores_gemma":[0.312475,0.004932945,0.169218,0.003966693,0.001196761,0.002995761,0.3879536,0.01074444,0.1065169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04705385,"threshold_uncertainty_score":0.1574108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005942574341269067,"score_gpt":0.3179238350468742,"score_spread":0.3119812607056051,"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."}}