{"id":"W2182906353","doi":"","title":"SIMPLIFIED APPROXIMATE APPROACH TO GROUP EFFECT IN PILE DYNAMICS","year":2007,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pile; Stiffness; Limit (mathematics); Set (abstract data type); Simple (philosophy); Constant (computer programming); Applied mathematics; Amplitude; Computer science; Control theory (sociology); Mathematics; Structural engineering; Mathematical analysis; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003600914,0.0001153639,0.0001635558,0.000210243,0.00001975831,0.00002430138,0.0000938975,0.00006628836,0.00003536155],"category_scores_gemma":[0.00001176642,0.0001036553,0.00004740699,0.0004922741,0.000007264782,0.00006774485,0.00001990594,0.00009455839,0.00005906286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136956,"about_ca_system_score_gemma":0.000001957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003609864,"about_ca_topic_score_gemma":0.000493826,"domain_scores_codex":[0.9992992,0.00001205834,0.0001994389,0.0001461629,0.0001012722,0.0002419117],"domain_scores_gemma":[0.9996902,0.00003765371,0.000008984624,0.0001664829,0.000007267076,0.00008945004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004648757,0.0001278636,0.01088917,0.0001723105,0.00007507854,0.00000914735,0.0004192523,0.9067169,0.001421507,0.04298919,0.001184569,0.03594853],"study_design_scores_gemma":[0.0002159344,0.00001820646,0.003441214,0.000002845162,0.000006554891,9.66558e-7,0.0001142258,0.9957069,0.0001572348,0.0001087456,0.0000914941,0.0001356499],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0597997,0.000006330288,0.7956795,0.00001189606,0.00004528125,0.0001500241,0.000001706351,0.0002404687,0.1440651],"genre_scores_gemma":[0.9893553,0.000001705636,0.0100431,0.0001267374,0.0000211964,0.00001568262,0.00005588681,0.00002081145,0.0003596139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9295556,"threshold_uncertainty_score":0.4226942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004847630541851703,"score_gpt":0.2067842320232136,"score_spread":0.2019366014813619,"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."}}