{"id":"W2383880419","doi":"","title":"A Review about the Safety in Forest Fire Fighting","year":2012,"lang":"en","type":"review","venue":"Shaanxi Forest Science and Technology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wildfire suppression; Fire safety; Scope (computer science); Firefighting; Fire protection; Geography; Environmental protection; Business; Engineering; Civil engineering; Risk analysis (engineering); Cartography; Computer 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003665454,0.0004596188,0.001194843,0.0002909999,0.0005258477,0.00008032579,0.002112831,0.0004155932,0.0001568989],"category_scores_gemma":[0.0008478652,0.0002718863,0.0001189658,0.004841889,0.002625222,0.0005355999,0.001461399,0.0008243189,0.0007592732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005093546,"about_ca_system_score_gemma":0.0001667329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004213321,"about_ca_topic_score_gemma":0.002338655,"domain_scores_codex":[0.9966061,0.0001191925,0.000766446,0.0008999948,0.000544414,0.001063828],"domain_scores_gemma":[0.9980592,0.0002323319,0.0004635326,0.001085569,0.00002456188,0.0001348321],"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":[4.282873e-7,0.00001875805,0.003570771,0.004814303,0.000004423707,0.000008618688,0.00001678609,5.898722e-7,4.389561e-7,0.001123589,0.0004863749,0.9899549],"study_design_scores_gemma":[0.00006318525,0.00004166583,0.0007235903,0.01937762,0.00009679768,0.0002647537,0.00001003388,0.0002296832,2.58336e-7,0.0003504237,0.9785159,0.0003261477],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002842368,0.9943376,0.000004334007,0.0006334443,0.0002614873,0.001924998,0.000009275571,0.0001055262,0.002439097],"genre_scores_gemma":[0.004174285,0.9949279,0.00006207421,0.0002290499,0.00005012338,0.0004270818,0.000007498111,0.00003221882,0.00008971219],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9896288,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747345487130424,"score_gpt":0.2764589822721348,"score_spread":0.2589855274008305,"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."}}