{"id":"W2317929101","doi":"10.1115/ipc2012-90107","title":"Southern Lights Connectors Hydraulic Surge Alleviators","year":2012,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Piping; Surge; Transient (computer programming); Pipeline transport; Integrity management; Engineering; Hydraulic machinery; Computer science; Electrical engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009160012,0.0008794365,0.0003574844,0.001276637,0.00209393,0.001744474,0.001016858,0.0009743557,0.3225397],"category_scores_gemma":[0.001674927,0.0005090626,0.0003521018,0.0008628544,0.0006906642,0.001480879,0.001776519,0.001212539,0.103786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258646,"about_ca_system_score_gemma":0.003141904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00954783,"about_ca_topic_score_gemma":0.01764369,"domain_scores_codex":[0.9986678,0.0001250427,0.00003486834,0.0002160634,0.0007888852,0.0001673304],"domain_scores_gemma":[0.998139,0.0001622047,0.00007548711,0.0002363109,0.001011643,0.0003754302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005018422,0.0003402578,0.003945962,0.000163981,0.00001062883,0.0004914083,0.0003502272,0.001838424,0.01087288,0.02623673,0.7039956,0.2512521],"study_design_scores_gemma":[0.00009002117,0.0001761069,0.002307412,0.00003779595,0.00001009725,0.0002615116,0.0002021225,0.002507481,0.00339546,0.001500723,0.9894901,0.00002117877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02136385,0.0003305735,0.0196905,0.002639001,0.0009967828,0.000273881,0.001876076,0.009653935,0.9431756],"genre_scores_gemma":[0.09158922,0.0003200842,0.007521859,0.0008166388,0.0001992036,0.0001082068,0.002473413,0.0009515787,0.8960197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3225397,"threshold_uncertainty_score":0.9663149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006558865006928749,"score_gpt":0.1798124982535625,"score_spread":0.1732536332466337,"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."}}