{"id":"W2071782485","doi":"10.1007/s11069-012-0208-3","title":"Effect of soil layering on the ground response parameters: a parametric study","year":2012,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Layering; Hydrogeology; Parametric statistics; Natural hazard; Geology; Environmental science; Soil science; Geotechnical engineering; Mathematics; Statistics; Biology","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":[0.001785567,0.0002136759,0.0002691869,0.0001557167,0.00004800423,0.00002224683,0.0002368884,0.0001143441,0.000006280306],"category_scores_gemma":[0.001023101,0.0001355727,0.0001195912,0.0005512392,0.00001840827,0.00008240141,0.00004515321,0.0005857906,0.00003072568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000835579,"about_ca_system_score_gemma":0.000006105181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001983303,"about_ca_topic_score_gemma":0.00000125184,"domain_scores_codex":[0.9987497,0.0002072496,0.0002108647,0.0001232105,0.0003364079,0.0003725766],"domain_scores_gemma":[0.9978933,0.001577329,0.00002819664,0.000399466,0.00002192212,0.00007979131],"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":[0.002801306,0.0007366872,0.0007643799,0.0006748523,0.0009012331,0.00004378179,0.002217193,0.7210917,0.02106709,0.001572348,0.001118379,0.2470111],"study_design_scores_gemma":[0.002710487,0.006060581,0.02606808,0.0002659538,0.000281961,0.00004636326,0.000473029,0.797171,0.1641463,0.0000958005,0.001420078,0.001260355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976464,0.0005910958,0.00009187385,0.00002422114,0.0008948517,0.0003189277,0.000003397729,0.0003144894,0.0001147397],"genre_scores_gemma":[0.9997507,0.000008659401,0.00005166815,0.00001542628,0.00005691678,0.00004863191,9.118472e-7,0.00003582927,0.00003119589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2457507,"threshold_uncertainty_score":0.5528492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00998484890414783,"score_gpt":0.2405243007505919,"score_spread":0.2305394518464441,"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."}}