{"id":"W4388751729","doi":"10.1088/1748-3190/ad0daf","title":"A two-dimensional hydrodynamics prediction framework for mantle-undulated propulsion robot using multiple proper orthogonal decomposition and long short term memory neural network","year":2023,"lang":"en","type":"article","venue":"Bioinspiration & Biomimetics","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Algorithm; Artificial neural network; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002850941,0.0006399384,0.0005342293,0.0003191509,0.0003500383,0.000483986,0.0008308031,0.0006660288,0.001200583],"category_scores_gemma":[0.0004664079,0.0003681817,0.0005288087,0.000252224,0.0003753846,0.0006447244,0.0006877617,0.0009453659,0.0002133545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005513122,"about_ca_system_score_gemma":0.001101085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121055,"about_ca_topic_score_gemma":0.008982402,"domain_scores_codex":[0.999907,0.00001658318,0.000005609169,0.00002723996,0.00002869933,0.00001485815],"domain_scores_gemma":[0.9998764,0.00003607458,0.00002257688,0.00001025616,0.00003975359,0.00001491563],"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":[0.00001939747,0.00001713372,0.0003921525,0.00002263373,0.00001625915,0.00002885284,0.00001529636,0.9750077,0.001993925,0.00218377,0.0002907844,0.02001218],"study_design_scores_gemma":[6.782772e-7,0.000002908798,0.00002426197,5.555368e-7,8.706477e-7,0.000001250998,8.851085e-7,0.9995679,0.0001051149,0.0002372548,0.00005733059,9.870635e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01401344,0.0001659084,0.9841982,0.0001217402,0.00002745642,0.00001538742,0.00004378061,0.0003484508,0.00106564],"genre_scores_gemma":[0.7258552,0.0003941273,0.2680934,0.0001493363,0.00007232858,0.0001972725,0.0003152703,0.0001202575,0.004802953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01121055,"threshold_uncertainty_score":0.02229059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761988428531469,"score_gpt":0.3026628974059275,"score_spread":0.2650430131206128,"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."}}