{"id":"W2084671140","doi":"10.1016/j.oceaneng.2014.06.004","title":"Wave pattern and resistance prediction for ships of full form","year":2014,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Ship Hydrodynamics and Maneuverability","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Stern; Hull; Streamlines, streaklines, and pathlines; Marine engineering; Boundary (topology); Field (mathematics); Free surface; Seakeeping; Domain (mathematical analysis); Surface (topology); Engineering; Mechanics; Mathematics; Mathematical analysis; Geometry; Aerospace 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":[0.0001586689,0.00009531471,0.0001243651,0.00004396918,0.00001642091,0.000009212009,0.00004199532,0.00004783293,0.000001785615],"category_scores_gemma":[0.00004362503,0.000104171,0.00003197706,0.00004363473,0.000009121239,0.00006480774,0.00001169912,0.00006418791,2.341184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002976913,"about_ca_system_score_gemma":0.000001754821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001113128,"about_ca_topic_score_gemma":0.00001306746,"domain_scores_codex":[0.9995334,0.000002601836,0.0001520178,0.0001094592,0.0000578039,0.0001447234],"domain_scores_gemma":[0.99971,0.00006834645,0.00001559098,0.0001440914,0.00001923203,0.00004273541],"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":[0.0001525446,0.0001269855,0.01445085,0.01801578,0.0004479119,0.000005486617,0.004184667,0.7330185,0.1172039,0.0376365,0.003382953,0.071374],"study_design_scores_gemma":[0.0002334249,0.00003207506,0.007640366,0.00004656814,0.00001154034,0.000002274266,0.000009321986,0.9879922,0.001109532,0.000585349,0.002225735,0.0001116424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6967708,0.00006990221,0.3022834,0.00001416376,0.000219281,0.0001174348,0.00002815711,0.0001531815,0.0003437214],"genre_scores_gemma":[0.9973514,0.00001581158,0.002493389,0.000003767713,0.00007168034,0.000006161568,0.00001051659,0.00002854977,0.00001872746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005806,"threshold_uncertainty_score":0.424797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006057278064021004,"score_gpt":0.1655534457779225,"score_spread":0.1594961677139015,"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."}}