{"id":"W7011812797","doi":"","title":"Numerical Prediction of Expansive Soil Behavior in Changing Climate","year":2023,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Expansive clay; Expansive; Climate change; Water content; Soil water; Moisture; Finite element method; Void ratio","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002411914,0.0002845442,0.0004432144,0.002307853,0.0002434891,0.00003292311,0.0003980329,0.0001927992,0.0008143133],"category_scores_gemma":[0.000007358899,0.0003293079,0.0002107856,0.0006544762,0.0008172688,0.0007886963,0.0005799507,0.0002471229,0.0001660068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007551742,"about_ca_system_score_gemma":0.0000782698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292142,"about_ca_topic_score_gemma":0.000474895,"domain_scores_codex":[0.998718,0.00004161152,0.0001460474,0.0003994364,0.000188255,0.0005066979],"domain_scores_gemma":[0.9993989,0.00007455749,0.0002076153,0.0001885046,0.00002255049,0.0001078598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001054608,0.001015487,0.1345745,0.000681196,0.0009287322,0.003661874,0.05070722,0.00003904981,0.000002833218,0.2813327,0.5212392,0.004762512],"study_design_scores_gemma":[0.0005987777,0.0001336681,0.0005348247,0.0003056884,0.0001108418,0.000001312012,0.04008848,0.000008695622,0.00000370644,0.00002200321,0.9579136,0.0002783364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009317095,0.000167582,0.00001077626,0.00007439471,0.0007349179,0.000341056,0.003419255,0.0010189,0.984916],"genre_scores_gemma":[0.05670348,0.0005167811,0.00001891289,0.00002416181,0.000267256,3.979783e-7,0.0003972629,0.0002010921,0.9418706],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4366744,"threshold_uncertainty_score":0.9999159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058698632870501,"score_gpt":0.1702678063325188,"score_spread":0.1496808200038138,"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."}}