{"id":"W4410597014","doi":"10.1108/jsfe-08-2024-0032","title":"Post-wildfire assessment and fire resilience strategies: a case study from Turkiye, with a critical evaluation of NRC-2021","year":2025,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Engineering; Environmental resource management; Forensic engineering; Environmental science; Environmental planning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009480268,0.0001898738,0.0003329955,0.00006288631,0.00008534073,0.00008334086,0.0001728008,0.00005856749,0.000109917],"category_scores_gemma":[0.0003837172,0.0001414331,0.00004805022,0.0002688502,0.00007219227,0.0006381732,0.00008478719,0.0002965458,5.908554e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005038288,"about_ca_system_score_gemma":0.0001531704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002260339,"about_ca_topic_score_gemma":0.0003033489,"domain_scores_codex":[0.9978727,0.0001217868,0.0004748941,0.0002217493,0.001119706,0.0001891572],"domain_scores_gemma":[0.9990295,0.0003372529,0.0001777286,0.0001948378,0.0001611296,0.00009954451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000341433,0.0003457929,0.4685014,0.0004794954,0.0007599253,0.005379124,0.01007516,0.2568296,0.05443264,0.0001098376,0.0001495757,0.2025961],"study_design_scores_gemma":[0.001075841,0.0007169281,0.5868524,0.000381278,0.0002220014,0.001256281,0.006232998,0.402712,0.0003020797,0.00006045602,0.000007092931,0.0001806791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985079,0.0003522877,0.0003240274,0.00009857609,0.0003097566,0.0003316187,0.000008480795,0.000009203422,0.00005819194],"genre_scores_gemma":[0.9977987,0.000003958804,0.002112497,0.000007908862,0.00005472484,0.000007027221,6.26728e-7,0.00001122911,0.000003321169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2024154,"threshold_uncertainty_score":0.5767472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006197732410999458,"score_gpt":0.2836680518042287,"score_spread":0.2774703193932292,"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."}}