{"id":"W4412633232","doi":"10.1007/s00550-025-00569-x","title":"Sustainability Nexus AID: wildfire","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Sustainability; Environmental resource management; Environmental science; Business; Environmental planning; Computer science; Ecology; Biology","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":[0.0006909646,0.0003737543,0.0003749144,0.0001154706,0.0004451773,0.00009662788,0.0005521689,0.0002038172,0.0008006005],"category_scores_gemma":[0.001170529,0.0003703276,0.0002150939,0.001059247,0.0004634772,0.0004851123,0.001012231,0.0003579848,0.00008984537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003552488,"about_ca_system_score_gemma":0.0001896124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350507,"about_ca_topic_score_gemma":0.0008024452,"domain_scores_codex":[0.9968905,0.0000958834,0.0004731317,0.0008570741,0.0003525544,0.00133079],"domain_scores_gemma":[0.9983067,0.0001595329,0.00007406828,0.001146079,0.00009321686,0.0002204277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003383953,0.001040054,0.7735693,0.001354903,0.00008066541,0.0001584852,0.004420966,0.01597342,0.0001567575,0.01538087,0.05001716,0.1375091],"study_design_scores_gemma":[0.001140041,0.0002127277,0.1173203,0.00003244545,0.00005865345,0.000009458375,0.0385405,0.006445143,0.0003781371,0.4831587,0.3519123,0.0007916591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8960972,0.0003880192,0.003497781,0.04384676,0.000803168,0.002491958,0.00002324267,0.0006339586,0.05221786],"genre_scores_gemma":[0.9921868,0.000007626766,0.00007315262,0.0008010891,0.00004372647,0.0001580827,0.00002014891,0.00002607856,0.006683248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.656249,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004360299074692054,"score_gpt":0.2474182272688701,"score_spread":0.243057928194178,"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."}}