{"id":"W3109685075","doi":"10.1088/1757-899x/972/1/012015","title":"About actual contradiction in geotechnical design and optimal way of it resolution","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contradiction; Nonlinear system; Quarter (Canadian coin); Geotechnical engineering; Prime (order theory); Deformation (meteorology); Civil engineering; Engineering; Geology; Computer science; Mathematics; Epistemology; Archaeology; Philosophy; History; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004221311,0.0001754601,0.0002994638,0.0001131219,0.00004207767,0.00008820444,0.0001670677,0.0001092942,0.00002063302],"category_scores_gemma":[0.0002854821,0.0001726396,0.00001362179,0.0003579343,0.0001764473,0.0005134255,0.00009039593,0.000151953,0.00000183086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000297671,"about_ca_system_score_gemma":0.00003394188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000107444,"about_ca_topic_score_gemma":6.93921e-7,"domain_scores_codex":[0.9988474,0.000009645578,0.0003406256,0.000251965,0.0002039663,0.0003463769],"domain_scores_gemma":[0.9995717,0.00003947903,0.00002629928,0.0001014589,0.00005531282,0.000205769],"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":[0.00002484585,0.00000288743,7.274126e-7,0.0001095979,0.000002752666,0.000002691867,0.0002193106,0.3033621,0.6940256,0.001213265,0.000005835345,0.001030371],"study_design_scores_gemma":[0.0002657893,0.0002126424,0.0002579229,0.0001485721,0.000006935156,0.00002390845,0.0001325407,0.6240816,0.3738551,0.00005419883,0.0006993712,0.0002614606],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7552803,0.0001435056,0.2435745,0.0003665743,0.0001639482,0.0001933748,0.000007654915,0.000238067,0.00003219381],"genre_scores_gemma":[0.9941598,0.000358849,0.005380174,0.00002934507,0.00003532178,0.00001925114,0.000001633667,0.00001404376,0.000001558824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3207195,"threshold_uncertainty_score":0.7040039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918673221629348,"score_gpt":0.1964083947685978,"score_spread":0.1772216625523043,"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."}}