{"id":"W1987606061","doi":"10.1007/s40725-015-0011-y","title":"A Review of Recent Forest and Wildland Fire Management Decision Support Systems Research","year":2015,"lang":"en","type":"review","venue":"Current Forestry Reports","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Natural Resources","keywords":"Flammable liquid; Environmental resource management; Fire protection; Decision support system; Wildfire suppression; Environmental planning; Business; Environmental science; Risk analysis (engineering); Computer science; Engineering; Civil engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007033966,0.000620643,0.0023511,0.00018041,0.0001258244,0.0000779105,0.0005337011,0.0002998414,0.0003322774],"category_scores_gemma":[0.0004539612,0.0004649552,0.0003026962,0.0009568494,0.0002912094,0.0001840334,0.001271167,0.0006968884,0.000237785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007446065,"about_ca_system_score_gemma":0.0001981183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001342754,"about_ca_topic_score_gemma":0.00002142506,"domain_scores_codex":[0.9930864,0.0005661577,0.002297543,0.001275125,0.002061142,0.0007136195],"domain_scores_gemma":[0.9958778,0.0002517447,0.001487408,0.00177634,0.0001211224,0.0004856063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003010952,0.00007981575,0.001491965,0.1868543,0.000038157,0.0003585141,0.000006955267,0.000009404973,5.386939e-9,0.000003190016,0.1196583,0.6914964],"study_design_scores_gemma":[0.00008735399,0.00009833097,0.00008224441,0.2148793,0.0003038382,0.001351313,0.000004318872,0.00007462571,1.367256e-8,0.00004770316,0.7827529,0.0003180464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001894146,0.9890301,0.0000105472,0.000008799811,0.002273857,0.005405345,0.00003902257,0.00004336944,0.00299959],"genre_scores_gemma":[0.00006047636,0.9982497,0.00006504151,0.000005795828,0.0001420354,0.0007445189,0.0003212917,0.00008116998,0.0003300285],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6911784,"threshold_uncertainty_score":0.9997802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086404250402304,"score_gpt":0.4034567000685347,"score_spread":0.2948162750283043,"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."}}