{"id":"W2517584929","doi":"10.20381/ruor-4463","title":"Analysis of Pipeline Systems Under Harmonic Forces","year":2011,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Harmonic; Engineering; Physics; Mechanical engineering; Acoustics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003090936,0.0004851153,0.000512201,0.0007090374,0.0005603491,0.0008295801,0.0006399427,0.0006562524,0.003642437],"category_scores_gemma":[0.0006678737,0.0002929175,0.000619486,0.0003687986,0.001077499,0.0007089451,0.0009648844,0.0004169972,0.0003595566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007173095,"about_ca_system_score_gemma":0.0008865361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005864143,"about_ca_topic_score_gemma":0.003259573,"domain_scores_codex":[0.9997898,0.0000353595,0.000007471382,0.0000327359,0.00008758542,0.00004701461],"domain_scores_gemma":[0.9998435,0.00003551335,0.00003729079,0.00001596914,0.00005178612,0.00001593237],"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":[0.00003478918,0.00002433498,0.001128773,0.00009319607,0.00003107079,0.0002832368,0.0001747966,0.8695965,0.01084929,0.1051677,0.00104235,0.01157385],"study_design_scores_gemma":[0.000002896327,0.00001608074,0.0004813334,0.000003847456,0.000004054801,0.0000355401,0.00003922662,0.9857022,0.0004811472,0.01233892,0.0008876848,0.000007146314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.304341,0.00067818,0.6326106,0.0006414058,0.00007795176,0.0001274102,0.0004121326,0.0003357011,0.06077557],"genre_scores_gemma":[0.9624345,0.0004310321,0.01745417,0.000063643,0.00004766631,0.00009362493,0.000197193,0.00009560135,0.01918256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005864143,"threshold_uncertainty_score":0.01218516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006113275112786611,"score_gpt":0.152899357692494,"score_spread":0.1467860825797074,"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."}}