{"id":"W4367365670","doi":"10.19693/j.issn.1673-3185.02887","title":"Research developments in numerical methods of fluid-structure interactions in naval architecture and ocean engineering","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Ship Hydrodynamics and Maneuverability","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Naval architecture; Marine engineering; Architecture; Engineering; Systems engineering; Oceanography; Computer science; Aerospace engineering; Geology; Geography; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002148882,0.0001938386,0.0005124534,0.001472705,0.00009791231,0.0001488166,0.001033378,0.00005188892,0.0009192092],"category_scores_gemma":[0.0003071081,0.0002041408,0.00005764562,0.001626073,0.00005016478,0.000439283,0.001029884,0.001403687,2.136954e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003363315,"about_ca_system_score_gemma":0.00007339116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005926649,"about_ca_topic_score_gemma":0.0001399449,"domain_scores_codex":[0.9978021,0.0004409345,0.0006612007,0.0002916593,0.0004559287,0.0003482256],"domain_scores_gemma":[0.998858,0.0005925186,0.0001008636,0.0002572306,0.00007118216,0.000120231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001146825,0.0001337895,0.3127146,0.0002589554,0.000104974,0.00004274791,0.001523202,0.4590766,0.2091497,0.00009682393,0.0005006395,0.01628323],"study_design_scores_gemma":[0.0004958506,0.00001005203,0.9280729,0.0001756174,0.00001132502,0.00004662839,0.000252842,0.05115533,0.01268348,0.003335755,0.003403505,0.0003567593],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955443,0.002028116,0.001273068,0.00003947036,0.0004199375,0.0003000271,0.00003579558,0.00002218646,0.0003371613],"genre_scores_gemma":[0.995695,0.0003781165,0.003803176,0.00001481382,0.00002405841,0.00002482017,0.000008318556,0.00003987113,0.00001180192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6153582,"threshold_uncertainty_score":0.9999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788237273789405,"score_gpt":0.5595217218375558,"score_spread":0.3806979944586152,"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."}}