{"id":"W2808990565","doi":"10.1061/9780784481707.029","title":"Drag Load on Piles in Partially Saturated Collapsible Soils","year":2018,"lang":"en","type":"article","venue":"PanAm Unsaturated Soils 2017","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Drag; Soil water; Geotechnical engineering; Geology; Environmental science; Soil science; Engineering; Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001254907,0.0003901774,0.0004763458,0.0005039342,0.0004266505,0.000365206,0.0002739506,0.000327123,0.001233484],"category_scores_gemma":[0.0003684897,0.0001961976,0.0002867048,0.0002945359,0.0005999497,0.0003144293,0.0004073416,0.0002445045,0.0001420001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002719088,"about_ca_system_score_gemma":0.0002444674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003857173,"about_ca_topic_score_gemma":0.003976003,"domain_scores_codex":[0.9998479,0.0000124244,0.000007108,0.00002112919,0.00005478714,0.00005659633],"domain_scores_gemma":[0.9997886,0.00007427033,0.00004448125,0.00001832753,0.00003290873,0.00004147659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001774418,0.0004055909,0.02852517,0.0003173109,0.00004679812,0.002453752,0.0007181182,0.1538572,0.7944521,0.0002472754,0.0001554334,0.01704683],"study_design_scores_gemma":[0.00008142194,0.003173237,0.2115981,0.00005245537,0.00007030613,0.0005897201,0.00141079,0.3449531,0.4369673,0.0002694534,0.0007336296,0.0001005229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993927,0.00001240823,0.0002976626,0.000003159927,0.000001492906,0.000005364052,0.00003028674,0.0000122351,0.0002445869],"genre_scores_gemma":[0.9996735,0.00001635396,0.0001094726,0.000001246756,4.815262e-7,0.000002507435,0.00002217945,0.000001408356,0.0001728164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003857173,"threshold_uncertainty_score":0.007669449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753853013024854,"score_gpt":0.240482195216415,"score_spread":0.2229436650861665,"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."}}