{"id":"W4410796764","doi":"10.1016/j.oceaneng.2025.121454","title":"Modified Morison equation for dynamically sensitive pile supported wharves","year":2025,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Ocean Frontier Institute","keywords":"Morison equation; Pile; Environmental science; Geotechnical engineering; Marine engineering; Structural equation modeling; Engineering; Mathematics; Submarine pipeline; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006568735,0.0001434221,0.0001400659,0.0002219862,0.00005769234,0.00005184484,0.00006509203,0.00007357892,0.000009192813],"category_scores_gemma":[0.00007217965,0.0001692844,0.00007468234,0.0002205757,0.00000719191,0.0002055168,0.00001335727,0.0001200181,0.000005694384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001461775,"about_ca_system_score_gemma":0.00001394601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005548347,"about_ca_topic_score_gemma":0.000003705604,"domain_scores_codex":[0.9993555,0.000004277543,0.0002270719,0.0001425396,0.00006176413,0.0002088682],"domain_scores_gemma":[0.9995668,0.0001402757,0.00001499134,0.0001545589,0.00008315369,0.00004021805],"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":[0.000005267635,0.00001126233,0.00002404112,0.00005697477,0.00005704838,6.27187e-7,0.00005583827,0.9778733,0.009211819,0.01140742,0.0006880985,0.0006083513],"study_design_scores_gemma":[0.0002560135,0.00001445758,0.0008790196,0.00005038935,0.00002477147,0.000001024482,0.00003411709,0.9952539,0.00185552,0.000142989,0.001332849,0.0001549466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1430897,0.00002923828,0.8534233,0.00004848876,0.0006669208,0.000230811,0.00004679042,0.0004820883,0.001982663],"genre_scores_gemma":[0.9916198,0.00001150645,0.007405615,0.00001753888,0.00005735004,0.00001908847,0.0001714332,0.00003706204,0.0006606257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8485301,"threshold_uncertainty_score":0.6903217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008742367400252757,"score_gpt":0.2273967284614812,"score_spread":0.2186543610612285,"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."}}