{"id":"W4303941076","doi":"10.1016/j.apor.2022.103369","title":"Impact of damaged external polymeric layer on axial compressive response of flexible pipes","year":2022,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Materials science; Layer (electronics); Composite material; Compressive strength; Structural engineering; Geotechnical engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002619412,0.0001810266,0.0003911131,0.000433621,0.0003904808,0.00006053977,0.0008120575,0.00006136698,0.007221338],"category_scores_gemma":[0.0001050375,0.0001555034,0.0001180245,0.0005797456,0.0004096332,0.00007897061,0.0006187414,0.0003853425,0.0001138452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923235,"about_ca_system_score_gemma":0.000425486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009847143,"about_ca_topic_score_gemma":0.000001305907,"domain_scores_codex":[0.9962825,0.0008688048,0.0004050776,0.0003557728,0.001421598,0.0006662499],"domain_scores_gemma":[0.9983308,0.0005541868,0.0001879761,0.0005912028,0.0001482321,0.0001876194],"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":[0.01211742,0.0004157219,0.001208882,0.00002026365,0.00001448943,0.0000237018,0.001429292,0.0002114412,0.9816433,0.0007680772,0.001907044,0.0002403815],"study_design_scores_gemma":[0.001018868,0.001565158,0.08999867,0.00001596683,0.000009312512,0.000006956235,0.0005923611,0.000006437913,0.9064322,0.0001338407,0.00007285031,0.0001474439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979753,0.00003194781,0.00002171644,0.00003960521,0.0001810688,0.0004856761,0.0003843674,0.0000461461,0.000834131],"genre_scores_gemma":[0.9988493,0.000002402789,0.0001435865,0.0000140675,0.00007745805,0.00004458528,0.0000141404,0.00003331919,0.0008211929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08878979,"threshold_uncertainty_score":0.9936862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08108783960735944,"score_gpt":0.4018269053328683,"score_spread":0.3207390657255089,"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."}}