{"id":"W4385629099","doi":"10.32920/23899827","title":"Inverse analysis on compressibility of Toronto clays","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oedometer test; Compressibility; Inverse; Geotechnical engineering; Soil water; Soil test; Mathematics; Soil science; Geology; Physics; Thermodynamics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001886398,0.0003404079,0.0002119043,0.001392913,0.0003565061,0.0005067586,0.0002745188,0.0001775436,0.001749262],"category_scores_gemma":[0.0009683605,0.0001928796,0.0001845238,0.0008730885,0.0006035607,0.0002509044,0.0002690037,0.0002725465,0.0001447907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841494,"about_ca_system_score_gemma":0.0009014368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3381223,"about_ca_topic_score_gemma":0.3503096,"domain_scores_codex":[0.9998102,0.000009653092,0.000004504771,0.00003944688,0.0001084928,0.00002774141],"domain_scores_gemma":[0.9997544,0.00006296838,0.00003309919,0.00001773522,0.0001169377,0.00001482067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005251632,0.0001011219,0.1585218,0.0003867109,0.00006939019,0.001475711,0.002611105,0.1494801,0.6077262,0.004249842,0.0009922397,0.07386065],"study_design_scores_gemma":[0.00001536255,0.00008375948,0.5457991,0.0000299545,0.00004775189,0.0003518187,0.001158184,0.2971262,0.1514923,0.0005487988,0.00326038,0.00008632183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915958,0.00006213342,0.004450349,0.00003482156,0.000002174766,0.00001113194,0.0004255441,0.00007236799,0.003345675],"genre_scores_gemma":[0.9982737,0.0000342766,0.0008235078,0.000003455122,9.821736e-7,0.000001894569,0.0001380772,0.000007697565,0.0007163901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6618778,"threshold_uncertainty_score":0.6723084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066458506301339,"score_gpt":0.2576441294001502,"score_spread":0.2269795443371368,"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."}}