{"id":"W4388836156","doi":"10.1007/s13344-023-0070-y","title":"Bionic Flexible Texture Design Based on Bio-Fouling Suppression Effect for Protection of Marine Structures","year":2023,"lang":"en","type":"article","venue":"China Ocean Engineering","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Fouling; Underwater; Materials science; Offshore geotechnical engineering; Bionics; Marine engineering; Texture (cosmology); Fretting; Composite material; Engineering; Computer science; Geotechnical engineering; Geology; Oceanography; Artificial intelligence; Biology","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":[0.0001590639,0.000209976,0.0001854471,0.0001268301,0.00004965566,0.000008406759,0.0001079038,0.0001612878,0.00003522043],"category_scores_gemma":[0.00006175156,0.0001862937,0.00007897926,0.0001864621,0.00001603307,0.00004084968,0.00003588949,0.0001973917,0.000004373949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005491066,"about_ca_system_score_gemma":0.000004202824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002025457,"about_ca_topic_score_gemma":1.109528e-7,"domain_scores_codex":[0.9993318,0.00001061808,0.0001562138,0.000181731,0.00008166367,0.0002380083],"domain_scores_gemma":[0.9996489,0.00008648041,0.00002557499,0.0001865662,0.000004770987,0.00004769309],"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":[0.00006096074,0.000006158949,0.0007054305,0.0006886271,0.00002008862,0.000001514996,0.00001341408,0.8324215,0.1629968,0.00001045095,0.0001467343,0.002928287],"study_design_scores_gemma":[0.0003171512,0.0001166173,0.01031365,0.00006065541,0.00001057436,0.000001928145,0.000001842616,0.5792288,0.4095503,0.00005157394,0.0002111116,0.0001357728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916367,0.00005949918,0.1058342,0.00002490925,0.0005196494,0.0006376135,0.00002043694,0.001022422,0.0002445007],"genre_scores_gemma":[0.9982142,0.00001185799,0.001413641,0.000003231095,0.0001072306,0.00003319969,0.00010112,0.00005206921,0.00006347497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2531927,"threshold_uncertainty_score":0.7596837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007604045024843764,"score_gpt":0.1927793405144157,"score_spread":0.185175295489572,"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."}}