{"id":"W4404356907","doi":"10.23977/jemm.2024.090301","title":"Research on design of flat-top deep-sea pressure vessel","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deep sea; Geology; Marine engineering; Pressure vessel; Oceanography; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001681205,0.0002127431,0.000397302,0.0008170618,0.00002758164,0.00006590405,0.0002254637,0.000127346,0.00001679012],"category_scores_gemma":[0.0001662486,0.0001718707,0.0001327324,0.0005703516,0.000008729882,0.0001508497,0.00004066559,0.0009057515,0.000001507788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000458991,"about_ca_system_score_gemma":0.00002348429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002619435,"about_ca_topic_score_gemma":1.648647e-7,"domain_scores_codex":[0.9986156,0.00006204297,0.0004656933,0.0001452116,0.0004303072,0.0002811123],"domain_scores_gemma":[0.9989868,0.0005198318,0.00004320771,0.0001860476,0.0001269593,0.0001371595],"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":[0.00001134596,0.000005141461,0.000002164215,0.0005603811,0.0003198328,0.00004409055,0.00007363132,0.8998381,0.08344793,0.01134966,0.0003440053,0.004003751],"study_design_scores_gemma":[0.0001241585,0.0001612848,0.00005349096,0.0003770952,0.0001017357,0.00009735026,0.00001529613,0.9818188,0.01301539,0.001421331,0.002651148,0.0001628961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02850165,0.0171293,0.9527354,0.00005128483,0.00128944,0.00008874201,0.000007758006,0.0001256477,0.00007083401],"genre_scores_gemma":[0.9611818,0.001363148,0.03702853,0.000004129335,0.0003021272,0.000003174733,0.000001091146,0.00007244755,0.00004358065],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9326801,"threshold_uncertainty_score":0.7008683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562065332416935,"score_gpt":0.3010462270087388,"score_spread":0.2754255736845694,"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."}}