{"id":"W4408645480","doi":"10.1016/j.apor.2025.104526","title":"Fatigue damage assessment of steel catenary risers in the touchdown zone accounting for soil remoulding and reconsolidation effects","year":2025,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Catenary; Touchdown; Geotechnical engineering; Geology; Environmental science; Engineering; Structural engineering; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001699478,0.00009194897,0.0001998489,0.0002517238,0.000130125,0.000063135,0.0002190134,0.00007605043,0.000005859937],"category_scores_gemma":[0.00009424204,0.00007251846,0.00003488969,0.0005892903,0.00004375491,0.00005622449,0.00007197465,0.0003125316,4.757474e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005560072,"about_ca_system_score_gemma":0.00002698114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009127669,"about_ca_topic_score_gemma":0.00006117229,"domain_scores_codex":[0.9989365,0.00007886507,0.0002494449,0.0001947045,0.0002564143,0.0002840572],"domain_scores_gemma":[0.9985104,0.001139258,0.00002929152,0.0002308063,0.0000602089,0.00002999856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002229119,0.0004120143,0.035714,0.01072383,0.0006945407,0.00002595856,0.002873295,0.04873879,0.3870233,0.1773491,0.00978001,0.3264423],"study_design_scores_gemma":[0.002753928,0.0001468905,0.06953745,0.0006708418,0.0001389046,7.701603e-7,0.005376822,0.8001909,0.1102762,0.009845704,0.0005890189,0.0004725929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760181,0.0001435864,0.01508774,0.0001793399,0.00002701059,0.0007097544,0.000006338996,0.00002494842,0.007803131],"genre_scores_gemma":[0.9988123,0.0001280141,0.0008578029,0.00001959015,0.0000212384,0.00008065353,0.00001894223,0.0000113926,0.00005008565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7514521,"threshold_uncertainty_score":0.2957217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04273604125836106,"score_gpt":0.3591070912928621,"score_spread":0.316371050034501,"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."}}