{"id":"W2163994735","doi":"10.1504/ijep.2010.035348","title":"Risk assessment of land-use suitability and application to Tangshan City","year":2010,"lang":"en","type":"article","venue":"International Journal of Environment and Pollution","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Land-use planning; Land use; Environmental planning; Risk assessment; Environmental resource management; Environmental science; Civil engineering; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005226072,0.0006568581,0.000334748,0.001723093,0.0004159249,0.0005649323,0.0003482963,0.0003331854,0.002131252],"category_scores_gemma":[0.001143085,0.0002150335,0.0005123412,0.001853117,0.0002891349,0.0004226271,0.000702945,0.0001682711,0.000121625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047574,"about_ca_system_score_gemma":0.0005824388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01862498,"about_ca_topic_score_gemma":0.01864694,"domain_scores_codex":[0.9997512,0.00008402528,0.00002411064,0.00002906374,0.0000811513,0.00003047969],"domain_scores_gemma":[0.9995708,0.0001934865,0.00007918619,0.00002656724,0.00008919936,0.00004071004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004234405,0.0002135696,0.1186133,0.0004386111,0.0001562208,0.003874372,0.001221284,0.7207416,0.008347441,0.006553194,0.001362892,0.1380541],"study_design_scores_gemma":[0.0000645113,0.000543976,0.09074097,0.0000683918,0.0001224806,0.001021284,0.001607225,0.8893709,0.004021954,0.008290519,0.004066101,0.00008169517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758313,0.0003014314,0.01694427,0.0001484628,0.000009712674,0.0001279665,0.0005394677,0.000188934,0.005908417],"genre_scores_gemma":[0.9917769,0.0002083731,0.006791964,0.000006858482,0.000005175059,0.00004685831,0.0001652483,0.000007106735,0.0009915247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01862498,"threshold_uncertainty_score":0.03703308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005999868597690887,"score_gpt":0.2502329471416905,"score_spread":0.2442330785439996,"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."}}