{"id":"W1921132877","doi":"10.1016/j.proeng.2015.08.272","title":"Computational Intelligence on Hydrodynamic Performance Characteristics of Emerged Perforated Quarter Circle Breakwater","year":2015,"lang":"en","type":"article","venue":"Procedia Engineering","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breakwater; Quarter (Canadian coin); Engineering; Materials science; Mechanics; Geotechnical engineering; Physics; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000376973,0.000345609,0.0002843523,0.000475015,0.0001439698,0.0005931903,0.0002465037,0.0003539322,0.001116249],"category_scores_gemma":[0.002179908,0.0001016476,0.0002461723,0.0004874852,0.0002205309,0.000440053,0.000241579,0.0003141206,0.0001320808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002565298,"about_ca_system_score_gemma":0.0002158204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421271,"about_ca_topic_score_gemma":0.001534501,"domain_scores_codex":[0.9998306,0.00003299544,0.00001494593,0.00003736357,0.00004972703,0.00003439363],"domain_scores_gemma":[0.9990205,0.0006409266,0.00009170516,0.00004837613,0.0001644706,0.00003407856],"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":[0.000176989,0.00008268098,0.02543353,0.00008059747,0.00004495454,0.0002152958,0.00009734194,0.9349045,0.007033183,0.001062881,0.0005617014,0.03030627],"study_design_scores_gemma":[0.000001319929,0.00004412343,0.006184143,0.000003095665,0.000003761628,0.00001781747,0.00002420778,0.9922398,0.001166789,0.0002281203,0.00008326596,0.000003521047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657202,0.000176965,0.02952885,0.000188212,0.00002174602,0.00001462291,0.0001595438,0.000127359,0.004062473],"genre_scores_gemma":[0.9977211,0.00006183817,0.001636201,0.000008141022,0.000003565871,0.000005951272,0.0001318653,0.000005890656,0.0004254759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003421271,"threshold_uncertainty_score":0.006802738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008059153257112506,"score_gpt":0.1753030060720607,"score_spread":0.1672438528149482,"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."}}