{"id":"W3095133338","doi":"10.1016/j.apor.2020.102413","title":"An Assessment on the Overtrawlability of Small Pipe Sizes Using a Hybrid Shell-Beam Model: an Alternative to the DNV-RP-F111 Model","year":2020,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Subsea; Pipeline transport; Beam (structure); Submarine pipeline; Engineering; Shell (structure); Structural engineering; Petroleum engineering; Marine engineering; Nominal Pipe Size; Mechanical engineering; Geotechnical engineering; Materials science; Composite material","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":[0.001261764,0.000197397,0.0002891641,0.00007091661,0.000232958,0.0001035224,0.0009482805,0.00005271723,0.0000572531],"category_scores_gemma":[0.00006700895,0.000123453,0.00009633711,0.000464297,0.00009019572,0.0000674702,0.000193,0.0006525118,0.000008669221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088747,"about_ca_system_score_gemma":0.00006500845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001766129,"about_ca_topic_score_gemma":0.00003393752,"domain_scores_codex":[0.9977162,0.0001577118,0.0003233422,0.0004635724,0.00086607,0.0004730849],"domain_scores_gemma":[0.9983752,0.0003260821,0.00003668645,0.0008116839,0.0001455521,0.0003047514],"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":[0.00006562169,0.0001032472,0.00002722203,0.00003478834,0.00007348137,0.00000167811,0.0007633021,0.9372654,0.04708967,0.0127397,0.0001533216,0.001682594],"study_design_scores_gemma":[0.0001303408,0.0001387646,0.00004100814,0.00001180175,0.00002055203,1.102909e-7,0.0004371568,0.9443033,0.04905902,0.005707692,0.00001781497,0.0001324379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8125973,0.00001290047,0.1843063,0.0006233,0.0000112107,0.0006068892,0.0000773775,0.00006097566,0.001703755],"genre_scores_gemma":[0.9968678,0.00002632308,0.002621928,0.0002970191,0.00008662583,0.00003640182,0.00001266279,0.00004307269,0.000008140691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1842706,"threshold_uncertainty_score":0.5034268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1502562484458572,"score_gpt":0.3737397376417202,"score_spread":0.223483489195863,"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."}}