{"id":"W2949313712","doi":"","title":"Effective Communication of Bushfire Risk in the Urban-Parkland Interface","year":2012,"lang":"en","type":"article","venue":"Digital WPI","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RMIT University; Worcester Polytechnic Institute; Bushfire Cooperative Research Centre","keywords":"Interface (matter); Risk communication; Business; Computer science; Geography; Risk analysis (engineering); Meteorology","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":[0.0004861021,0.00007717508,0.00009923565,0.00001583768,0.00003532274,0.00003147219,0.0002996954,0.00003414504,0.00003959318],"category_scores_gemma":[0.0001418366,0.00005242342,0.00003179886,0.0001623501,0.0000966467,0.0005395218,0.0001247079,0.0001186445,0.0003817107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006736047,"about_ca_system_score_gemma":0.000001248195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751923,"about_ca_topic_score_gemma":0.0001305785,"domain_scores_codex":[0.9992923,0.0001709761,0.0001349699,0.0000894413,0.0001547688,0.000157544],"domain_scores_gemma":[0.9991339,0.0003927383,0.00009248179,0.0003483297,0.000002985729,0.00002955764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001531271,0.0001530943,0.9672152,0.000009294891,0.000006537567,3.21296e-7,0.004229086,0.00004484641,0.000232881,0.00002842112,0.002126419,0.02593859],"study_design_scores_gemma":[0.0002642236,0.00008617176,0.9869802,0.00003945662,0.000006662091,0.000006161075,0.0003713178,0.0006404315,0.001469958,0.0001165349,0.009911659,0.0001071985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584087,0.0002793195,0.00004856552,0.00003547617,0.00005311126,0.0003500099,0.00001715332,0.0000118477,0.04079584],"genre_scores_gemma":[0.9997807,0.000005955505,0.0000178928,0.00001718517,0.00001402676,0.00003203088,0.000005680558,0.000007061267,0.0001195245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04137197,"threshold_uncertainty_score":0.4906246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004056166725459648,"score_gpt":0.2118916464469507,"score_spread":0.2078354797214911,"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."}}