{"id":"W2911938604","doi":"10.20944/preprints201901.0256.v1","title":"Defensible Spaces and Home Ignition Zones of Wildland-Urban Interfaces in the Fire-prone Areas of the World","year":2019,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Wildland–urban interface; Ignition system; Geography; Wildfire suppression; Resistance (ecology); Fire protection; Environmental planning; Environmental science; Business; Engineering; Civil engineering; Ecology; Archaeology; Agriculture","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":[0.001276007,0.0002762292,0.0004743356,0.00007933001,0.0000495737,0.00002186103,0.0009209684,0.0001570658,0.0003558953],"category_scores_gemma":[0.0001465189,0.0001771364,0.000109532,0.00028174,0.000366007,0.0001236077,0.002207174,0.0005114196,0.0002034263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130712,"about_ca_system_score_gemma":0.00002468513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004039612,"about_ca_topic_score_gemma":0.002981859,"domain_scores_codex":[0.9977086,0.0004613719,0.0004960388,0.0006086428,0.0004834146,0.0002420021],"domain_scores_gemma":[0.9978524,0.0002941958,0.0005749171,0.001222066,0.00001939341,0.00003698562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003765736,0.0001164841,0.9901845,0.0003671558,0.00003016296,0.000001175416,0.00229837,0.001418859,0.005088989,0.00002753247,0.0001279009,0.0003012547],"study_design_scores_gemma":[0.0002552376,0.0000293175,0.973848,0.0007460658,0.00003705428,0.000005855819,0.0002446072,0.001059872,0.02260654,0.0006978051,0.0002723763,0.0001972155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916763,0.0002208341,0.000005136934,0.000438053,0.0003850833,0.001361245,0.00002521141,0.00002103215,0.005867046],"genre_scores_gemma":[0.9990566,0.00006635056,0.00003462537,0.00004168973,0.00003031061,0.00008542432,0.000006541731,0.00002185893,0.0006566357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01751756,"threshold_uncertainty_score":0.7223415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932620250120746,"score_gpt":0.2693409131642229,"score_spread":0.2300147106630154,"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."}}