{"id":"W2516814797","doi":"10.5957/jsr.2002.46.3.208","title":"Resistance Reduction by Increased Beam for Displacement-Type Ships","year":2002,"lang":"en","type":"article","venue":"Journal of Ship Research","topic":"Ship Hydrodynamics and Maneuverability","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hull; Froude number; Reduction (mathematics); Beam (structure); Displacement (psychology); Mathematics; Mechanics; Optics; Geometry; Physics; Engineering; Marine 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002344609,0.00009328128,0.0001726978,0.0001802824,0.0001187297,0.00006645295,0.0002478212,0.00008215979,0.0001383204],"category_scores_gemma":[0.0004952379,0.00008626257,0.00007690123,0.0003352482,0.00006594758,0.0001928103,0.00001947006,0.0005420034,0.00001225233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003060108,"about_ca_system_score_gemma":0.00002495983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007806999,"about_ca_topic_score_gemma":0.00001699014,"domain_scores_codex":[0.9985328,0.00009336395,0.0003494524,0.0001207821,0.0005501228,0.000353475],"domain_scores_gemma":[0.9989235,0.0002474471,0.00005737224,0.0002033995,0.0004057771,0.0001624544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000985034,0.0004342218,0.001291075,0.0007888299,0.0002013766,0.00002367962,0.000995784,0.002261561,0.2269047,0.0009421066,0.7624344,0.00273716],"study_design_scores_gemma":[0.01074457,0.003906224,0.01119745,0.001046643,0.0002038484,0.0002613876,0.003229734,0.1601031,0.1068876,0.02985884,0.6706273,0.001933242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933853,0.002103118,0.0005695328,0.0007460257,0.0005983335,0.0002765843,0.00001587832,0.00002842949,0.002276754],"genre_scores_gemma":[0.9973133,0.0004593207,0.0003673504,0.000007736015,0.0002806517,0.00000943376,0.000004431924,0.00002645535,0.001531359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1578415,"threshold_uncertainty_score":0.3517686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07198584701612502,"score_gpt":0.3260169307100029,"score_spread":0.2540310836938779,"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."}}