{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002064889,0.0002451327,0.000644242,0.00006276366,0.00009865215,0.00003520399,0.0003261901,0.00006354804,0.0004798977],"category_scores_gemma":[0.000001756535,0.0002034458,0.00006504155,0.0001147424,0.00004072084,0.0001845182,0.00007118889,0.00007810076,4.991493e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004771923,"about_ca_system_score_gemma":0.0009202857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03535243,"about_ca_topic_score_gemma":0.1021565,"domain_scores_codex":[0.9975783,0.00006702026,0.0005453408,0.0003024641,0.001255355,0.0002515047],"domain_scores_gemma":[0.9990076,0.00006179623,0.0005232049,0.0002616789,0.000001802382,0.0001438843],"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":[0.00102884,0.00003099521,0.0003263454,0.001299295,0.0004812766,0.00001710274,0.0001944635,0.0002838925,0.9038984,0.09151836,0.0003204152,0.000600614],"study_design_scores_gemma":[0.0001844811,0.00008340724,0.003008235,0.0002481669,0.0006713548,0.000001017216,0.005582483,0.002592088,0.9839,0.0005188521,0.002841421,0.0003685555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.813826,0.001763069,0.0002551572,0.0001782517,0.002170328,0.0004199466,0.001479741,0.00002017684,0.1798874],"genre_scores_gemma":[0.9616158,0.0001514058,0.0001638962,0.0001051101,0.00004475192,0.00001134873,0.0001297768,0.00002527549,0.03775265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1477898,"threshold_uncertainty_score":0.9710712,"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."}}