{"id":"W2976966267","doi":"10.3390/jmse7100339","title":"Temporal Model for Ship Twin-Propeller Jet Induced Sandbed Scour","year":2019,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Environmental and Sediment Control","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknologi Malaysia; Tianjin University; Universiti Malaya; Science Fund for Creative Research Groups; Dalian University of Technology; Queen's University; University of Oxford; National Natural Science Foundation of China; Natural Science Foundation of Tianjin City; Queen's University Belfast","keywords":"Propeller; Logarithm; Pile; Mechanics; Wake; Function (biology); Geology; Physics; Marine engineering; Mathematics; Geotechnical engineering; Engineering; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008354624,0.0001075326,0.0001596496,0.00007540925,0.00006332107,0.00004492187,0.0002417341,0.00002777712,0.0001823501],"category_scores_gemma":[0.00005052623,0.00007843639,0.00004733488,0.0001479268,0.00006557642,0.0005845711,0.0002377366,0.0001233871,0.00002066123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008561,"about_ca_system_score_gemma":0.00002223414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000137948,"about_ca_topic_score_gemma":0.000002048122,"domain_scores_codex":[0.9989277,0.000003922839,0.0002179357,0.0001577399,0.0004442862,0.0002484517],"domain_scores_gemma":[0.9996251,0.00002378219,0.00008877119,0.0000999224,0.00001385922,0.0001485755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007359849,0.00005717602,0.1219968,0.00002417927,0.00001320955,0.000003954174,0.0002587273,0.07612886,0.7904968,0.00007876905,0.0002726146,0.01059533],"study_design_scores_gemma":[0.001582259,0.0003983667,0.09173402,0.00003505268,0.00002087261,0.00003473571,0.00007268002,0.8953137,0.0088702,0.000321088,0.001343546,0.0002734655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967224,0.00001264398,0.001569692,0.000219362,0.0001897737,0.0001466156,6.50905e-7,0.000006378319,0.00113246],"genre_scores_gemma":[0.993633,0.00001128402,0.005798594,0.0001157582,0.00005182032,0.000002292204,2.747533e-7,0.000008269859,0.000378747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8191848,"threshold_uncertainty_score":0.3198543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129391616715766,"score_gpt":0.2028632214189444,"score_spread":0.1915693052517868,"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."}}