{"id":"W4391464863","doi":"10.1002/9781119815426.ch7","title":"Assessment of Buckles on Pipelines and Buckling Failure Analysis","year":2024,"lang":"en","type":"other","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Buckling; Pipeline transport; Structural engineering; Forensic engineering; Geology; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003866107,0.0009258094,0.0004515449,0.002316327,0.0002544114,0.0004450381,0.0005121026,0.0005340625,0.003689779],"category_scores_gemma":[0.0008706598,0.0002178776,0.0003811093,0.0007410255,0.0002779626,0.0006283374,0.0004994908,0.0001848438,0.0005321423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004464809,"about_ca_system_score_gemma":0.0003036101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004042627,"about_ca_topic_score_gemma":0.005393628,"domain_scores_codex":[0.9996131,0.00003448217,0.00002177308,0.00005970287,0.0002344524,0.00003653468],"domain_scores_gemma":[0.9994819,0.0001394077,0.0001145679,0.00005180695,0.0001873353,0.00002507276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001862046,0.0001362566,0.01876394,0.0006583261,0.00005865624,0.0006673716,0.0003121864,0.5366343,0.2502806,0.003760277,0.001983031,0.1865588],"study_design_scores_gemma":[0.000002768086,0.0001149775,0.01734412,0.00002346224,0.00001750502,0.0001993863,0.00007301511,0.9488827,0.03026674,0.0007461276,0.002301994,0.00002723395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.529147,0.0008356983,0.4413491,0.00008303383,0.00002988329,0.000207552,0.001345535,0.001687714,0.02531442],"genre_scores_gemma":[0.9654365,0.0003164979,0.02494509,0.00001664113,0.000008918795,0.00005011293,0.0006589234,0.00007240886,0.008495074],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004042627,"threshold_uncertainty_score":0.01234353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006075610961146707,"score_gpt":0.245285303924804,"score_spread":0.2392096929636573,"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."}}