{"id":"W2008191909","doi":"10.4043/15381-ms","title":"L-riser: Steel Dynamic Riser for Severe Vessel Motions","year":2003,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural engineering; Tension (geology); Engineering; Welding; Touchdown; Tangent; Point (geometry); Seabed; Section (typography); Marine engineering; Geology; Materials science; Mechanical engineering; Compression (physics); Geometry; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001122134,0.0003550974,0.0003627502,0.0003799589,0.0001241822,0.00003926357,0.0005489283,0.000636466,0.00007120327],"category_scores_gemma":[0.000226487,0.000370618,0.00009094825,0.0005717931,0.0002118918,0.0001191216,0.00005628896,0.0005311065,0.0000682235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009133171,"about_ca_system_score_gemma":0.00004950725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.128589e-7,"about_ca_topic_score_gemma":0.00001296788,"domain_scores_codex":[0.9985912,0.000009986528,0.0002921626,0.0003878603,0.0001139163,0.0006049114],"domain_scores_gemma":[0.99898,0.00005564937,0.00003988143,0.0007349902,0.0001242667,0.00006521989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001507103,0.0002404179,0.004691863,0.0005984313,0.0005675533,0.000046249,0.0002219741,0.02012931,0.03677373,0.743673,0.02126769,0.1717747],"study_design_scores_gemma":[0.003460688,0.0007137923,0.00465382,0.0004610049,0.0003332922,0.0004167905,0.002742956,0.1866458,0.1109379,0.182223,0.5033774,0.00403351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6131596,0.005082636,0.3339964,0.00200367,0.001983405,0.001490827,0.0002076666,0.02136152,0.02071432],"genre_scores_gemma":[0.9807087,0.0004535346,0.01776231,0.00001153773,0.00001405578,0.0003050464,0.00002130371,0.00007307399,0.0006504895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.56145,"threshold_uncertainty_score":0.9998746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044088082578748,"score_gpt":0.21722344734847,"score_spread":0.2067825665226826,"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."}}