{"id":"W75813489","doi":"","title":"People are the problem and the solution: characterizing wildfire risk and risk mitigation in a wildland-urban intermix area in the Southern Gulf Islands","year":2009,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental planning; Environmental resource management; Environmental science","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":[0.0009101272,0.0003171428,0.0003428493,0.0001599382,0.0004899958,0.0001331346,0.0005301803,0.0002352309,0.00002136397],"category_scores_gemma":[0.0000615995,0.0001969026,0.00008537707,0.0006513085,0.000190464,0.0003167895,0.0000937964,0.0007632797,0.00002040673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904926,"about_ca_system_score_gemma":0.00001842797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01162562,"about_ca_topic_score_gemma":0.7423351,"domain_scores_codex":[0.9977959,0.0008333588,0.000258734,0.0004926393,0.0003140564,0.0003053276],"domain_scores_gemma":[0.9987118,0.0003553741,0.000503509,0.0003694783,0.000009840796,0.0000499583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002352746,0.00003722667,0.9866611,0.00003103234,0.00002143689,0.00002370419,0.006635311,0.00002906977,0.000003885159,0.000007165209,0.0007489467,0.005565843],"study_design_scores_gemma":[0.002332499,0.00008708563,0.8707679,0.0004732439,0.0001836868,2.22731e-7,0.1145814,0.004397116,0.00001271853,0.0002617759,0.00650367,0.0003987319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959958,0.0002187292,0.00001482618,0.0004432205,0.00008902593,0.001095135,0.00007621993,0.0000254779,0.002041618],"genre_scores_gemma":[0.9981641,0.0006325826,0.00000919782,0.00008365754,0.00004731574,0.00001372506,0.0001533013,0.00001973288,0.0008764321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7307095,"threshold_uncertainty_score":0.994956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003759125549640723,"score_gpt":0.170200037002907,"score_spread":0.1664409114532663,"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."}}