{"id":"W4379469711","doi":"10.1016/j.mex.2023.102238","title":"FireLossRate: An R package to estimate the loss rate of residential structures affected by wildfires at the Wildland Urban Interface","year":2023,"lang":"en","type":"article","venue":"MethodsX","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal; Canadian Forest Service; Natural Resources Canada; HEC Montréal","funders":"Goddard Space Flight Center","keywords":"Wildland–urban interface; Interface (matter); Computer science; Resilience (materials science); Software package; Software; Enhanced Data Rates for GSM Evolution; Computation; Environmental science; Environmental resource management","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":[],"consensus_categories":[],"category_scores_codex":[0.002575859,0.000245593,0.0002818706,0.00003704946,0.0003591009,0.00009264091,0.0008073125,0.00008666601,0.0003888698],"category_scores_gemma":[0.0005447352,0.0001368545,0.00007434572,0.0006990957,0.0004055279,0.0001705179,0.0005997483,0.0001891331,0.0004191463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101728,"about_ca_system_score_gemma":0.0000091582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004836963,"about_ca_topic_score_gemma":0.001833466,"domain_scores_codex":[0.9964042,0.002013222,0.0003089425,0.0004662618,0.0003667442,0.0004405779],"domain_scores_gemma":[0.9979638,0.0008719413,0.0001673382,0.0008625122,0.000009861386,0.0001245512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002225334,0.00004358501,0.0435589,0.00005434494,0.00007307646,0.00002952957,0.00542911,0.007407048,0.7670837,0.00002438806,0.1648221,0.01125176],"study_design_scores_gemma":[0.0004417746,0.0003055329,0.6543872,0.00004649062,0.0000544229,0.00002001925,0.0001318411,0.01131271,0.3223435,0.0006910404,0.009911581,0.0003538728],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960047,0.00009879053,0.001307447,0.001053068,0.000472253,0.0007310836,0.00006590239,0.0001253309,0.0001414349],"genre_scores_gemma":[0.9964697,0.000006777442,0.001495443,0.0001627027,0.00006391664,0.00005503893,0.00001820061,0.00004400774,0.001684235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6108283,"threshold_uncertainty_score":0.7312073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055917245905045,"score_gpt":0.3214419192926913,"score_spread":0.3108827468336408,"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."}}