{"id":"W4413391754","doi":"10.1115/omae2025-156173","title":"Small-Scale Tests on the Dynamic Compression of Lazy-Wave Risers: Experimental Design Methodology","year":2025,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Computer science; Dynamic range compression; Scale (ratio); Dynamic testing; Compression (physics); Programming language; Materials science","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":[0.0001716131,0.0001249979,0.0001663198,0.0001107306,0.00003076583,0.000007561791,0.0001779801,0.0001111138,0.00003325209],"category_scores_gemma":[0.00006196108,0.00008354556,0.00004319408,0.0001530445,0.00005742017,0.00001717978,0.00005607132,0.0001695886,0.000006254671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003740952,"about_ca_system_score_gemma":0.000005605431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007680635,"about_ca_topic_score_gemma":0.000003879178,"domain_scores_codex":[0.9994879,0.00004900289,0.0001424862,0.0001140635,0.00005546762,0.0001510194],"domain_scores_gemma":[0.9990302,0.0006496952,0.00001385289,0.0002810682,0.00001121436,0.00001391063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004043539,0.0001139957,0.0001383956,0.00009636442,0.0001687772,0.000006742082,0.0003839699,0.1801594,0.7777342,0.01644452,0.00552372,0.01918943],"study_design_scores_gemma":[0.0001502207,0.00007127836,0.0006666174,0.00007026684,0.000009334507,0.000001721186,0.0005335196,0.1318242,0.8655653,0.0006924468,0.0003159121,0.00009914504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4556936,0.001049445,0.5284752,0.0002807897,0.0004835587,0.00025989,0.00000290863,0.001273135,0.01248148],"genre_scores_gemma":[0.9495499,0.00002907528,0.05011099,0.00002290534,0.000005327588,0.00002854203,0.00000112486,0.00001363323,0.0002384747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4938563,"threshold_uncertainty_score":0.3406889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08786903357877755,"score_gpt":0.2820827132651004,"score_spread":0.1942136796863229,"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."}}