{"id":"W2393852592","doi":"","title":"Application of land use diffusion model in fire risk evaluation of Xuzhou city","year":2012,"lang":"en","type":"article","venue":"","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Xuzhou; Geography; Land use; Geographic information system; Grid; Resource (disambiguation); Diffusion; Cartography; Environmental resource management; Environmental science; Computer science; Civil engineering; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.003757468,0.00005860912,0.0001002633,0.00002815805,0.00002348213,0.000002492624,0.00009287835,0.00008412173,0.0008377225],"category_scores_gemma":[0.0004756802,0.000051016,0.00002503232,0.0001775626,0.00004993891,0.0002574452,0.00008129119,0.00007623628,0.00001716101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000797,"about_ca_system_score_gemma":0.00001002328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797693,"about_ca_topic_score_gemma":0.0005459216,"domain_scores_codex":[0.99861,0.0003015677,0.0002673555,0.0001256545,0.0005904002,0.0001050227],"domain_scores_gemma":[0.9993433,0.0001507945,0.0001814637,0.0002619806,0.00002881982,0.00003358423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006584264,0.000111727,0.8704124,0.000002793749,0.000001300828,2.757699e-9,0.0004279022,0.0861776,0.006034413,0.0001034368,0.00003620378,0.03668565],"study_design_scores_gemma":[0.0001744416,0.000006692458,0.4711016,0.000001978408,0.0000145866,7.767893e-8,0.00001055681,0.5237122,0.002790038,0.002148872,0.000008170198,0.00003087815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8323662,0.00001307692,0.164045,0.00001822655,0.00002132594,0.0002890425,0.000003468525,0.000006725805,0.003236909],"genre_scores_gemma":[0.935063,0.00001838663,0.0647774,0.0000204735,0.000006796273,0.00002502738,0.000004400221,0.000004279437,0.00008020442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4375346,"threshold_uncertainty_score":0.9172474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09345783606482429,"score_gpt":0.3716440208762455,"score_spread":0.2781861848114213,"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."}}