{"id":"W2021593259","doi":"10.1061/9780784412084.0028","title":"Lessons from Test and Production Programmes for Driven Piles in Sand","year":2012,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada); BP (Canada)","funders":"","keywords":"Geotechnical engineering; Pile; Foundation (evidence); Engineering; Drill; Dynamic testing; Structural engineering; Geology; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01445951,0.001055883,0.0004672895,0.001981152,0.002733942,0.003623467,0.005916908,0.002895744,0.004642447],"category_scores_gemma":[0.03150737,0.0007348057,0.000443928,0.001418521,0.003691848,0.002598339,0.002504184,0.002417697,0.00211118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00913549,"about_ca_system_score_gemma":0.009359444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03673404,"about_ca_topic_score_gemma":0.07949237,"domain_scores_codex":[0.9896514,0.003757957,0.0003641041,0.0006300035,0.004610844,0.0009857243],"domain_scores_gemma":[0.9722511,0.0115112,0.001017303,0.004865684,0.00681361,0.003541125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003259873,0.002640327,0.02693065,0.0006611281,0.00002250425,0.003757252,0.01773267,0.02692852,0.009835071,0.01182958,0.02355751,0.8757787],"study_design_scores_gemma":[0.0005266758,0.00877516,0.09914427,0.001959959,0.0000824118,0.009745729,0.1008225,0.04248305,0.04830969,0.05181196,0.6356412,0.0006974187],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4891953,0.00410676,0.2532967,0.03135204,0.0007599906,0.002793729,0.0006610442,0.005141734,0.2126928],"genre_scores_gemma":[0.7757225,0.001862501,0.1884824,0.001048152,0.0001567576,0.0004004382,0.0003809859,0.0008527451,0.03109357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03673404,"threshold_uncertainty_score":0.0764702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505122244104353,"score_gpt":0.2299426355791616,"score_spread":0.214891413138118,"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."}}