{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005838863,0.00006607127,0.0001123904,0.00005119132,0.00004609255,0.0000237798,0.0001122907,0.00004253621,0.0004270896],"category_scores_gemma":[0.00008342577,0.00005252851,0.00004984885,0.00004156653,0.0001188194,0.0002377796,0.0000932184,0.0001319067,0.00000384428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000650061,"about_ca_system_score_gemma":0.000005024806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005856398,"about_ca_topic_score_gemma":0.0003040975,"domain_scores_codex":[0.9991546,0.00004237421,0.0002662461,0.0001244846,0.0003422927,0.00006998084],"domain_scores_gemma":[0.9995288,0.00005192977,0.0002142458,0.00009630286,0.0000166375,0.00009209519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000031526,0.00008653401,0.9645962,0.000001082383,0.00002770837,5.086047e-7,0.000116157,0.0007387913,0.01179276,0.00006780496,0.000027256,0.02251364],"study_design_scores_gemma":[0.0002336785,0.00006704615,0.993161,0.000003023223,0.0000326384,0.000009742932,0.0000251052,0.001550274,0.0004283204,0.0008147917,0.003619991,0.00005433642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929382,0.00001106523,0.005793962,0.0008906007,0.00008637527,0.00006602365,0.00003006475,0.000002109171,0.0001816655],"genre_scores_gemma":[0.9976469,0.0001248567,0.002066772,0.00006702363,0.00005531216,0.000002377216,0.00000409648,0.000002518236,0.00003016532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02856482,"threshold_uncertainty_score":0.4676332,"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."}}