{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002154605,0.0003104078,0.0003863569,0.0002917459,0.001667039,0.0003648095,0.001116392,0.0002383888,0.0002416086],"category_scores_gemma":[0.003716958,0.0002887914,0.0002578768,0.001614796,0.001759249,0.0008722537,0.0006225096,0.000342213,0.00002970693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002845987,"about_ca_system_score_gemma":0.002518245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005740527,"about_ca_topic_score_gemma":0.004843893,"domain_scores_codex":[0.9958298,0.0004959439,0.0005171326,0.0008511344,0.0006902619,0.001615689],"domain_scores_gemma":[0.9971639,0.0002768407,0.0001252511,0.001032202,0.001132372,0.0002694142],"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":[0.0001377735,0.0004671239,0.08196624,0.0005355105,0.00004637015,0.00002689912,0.01369301,0.0002216924,0.000001538653,0.8159445,0.0247192,0.06224017],"study_design_scores_gemma":[0.0003013095,0.00005008661,0.007238764,0.00001032192,0.00002171293,1.18178e-7,0.2192317,0.00007335684,0.000005537096,0.4120309,0.3608409,0.0001952652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1975318,0.0005765638,0.00519385,0.1337151,0.002347981,0.004783369,0.00001047271,0.0009014683,0.6549394],"genre_scores_gemma":[0.9040388,0.00001199776,0.00003943318,0.000782439,0.0001035585,0.0001322956,0.000006010358,0.00001429402,0.0948711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.706507,"threshold_uncertainty_score":0.9999564,"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."}}