{"id":"W70373662","doi":"10.5006/c2007-07128","title":"Methodology for Ranking SCC Susceptibility of Pipeline Segments Based on the Pressure Cycle History","year":2007,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Pipeline (software); Ranking (information retrieval); Petroleum engineering; Computer science; Artificial intelligence; 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":[0.002242105,0.0009225827,0.0009630756,0.006933478,0.0005286061,0.001666444,0.001041263,0.0006486739,0.002853032],"category_scores_gemma":[0.008067683,0.0003659874,0.000642129,0.002089378,0.0003213333,0.0007278073,0.0007180964,0.0004990555,0.00075648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007223461,"about_ca_system_score_gemma":0.001724589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005646943,"about_ca_topic_score_gemma":0.006405123,"domain_scores_codex":[0.998136,0.0004180268,0.0002017759,0.0002934843,0.000814661,0.0001359072],"domain_scores_gemma":[0.9947967,0.001745525,0.0007081864,0.0002134698,0.002328456,0.0002076781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003109999,0.0002938434,0.04780418,0.0004110248,0.0002492535,0.0002729335,0.000257296,0.1853689,0.03383572,0.004734674,0.003144105,0.723317],"study_design_scores_gemma":[0.0000475392,0.000568409,0.01895201,0.00006598214,0.00008862084,0.0003153468,0.0003059001,0.9518952,0.01835179,0.005671125,0.003644643,0.00009347612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07202947,0.0003214961,0.9218445,0.00009714912,0.00003114655,0.0005673934,0.0006976021,0.001311578,0.003099612],"genre_scores_gemma":[0.4249504,0.0001856781,0.5709347,0.00003462259,0.00003227559,0.0003752039,0.001316326,0.00007388301,0.002097049],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006933478,"threshold_uncertainty_score":0.01185751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03404008101264989,"score_gpt":0.2561345748309414,"score_spread":0.2220944938182915,"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."}}