{"id":"W2468192092","doi":"10.1061/9780784479957.034","title":"Energy Pipeline Integrity Water and Slope Crossing Assessments","year":2016,"lang":"en","type":"article","venue":"Pipelines 2016","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Pipeline (software); Environmental science; Erosion; Traverse; Geology; Fluvial; Hydrology (agriculture); Geotechnical engineering; Computer science; Geomorphology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001165896,0.000214683,0.0001973944,0.00007234048,0.00008177758,0.00009643647,0.0001297234,0.0001422431,0.0001066872],"category_scores_gemma":[0.00003015597,0.0001104267,0.00004614874,0.00005124936,0.00008218295,0.0001708344,0.00006257677,0.0001355011,0.00002747356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003855481,"about_ca_system_score_gemma":0.00001226236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003678182,"about_ca_topic_score_gemma":0.00001481232,"domain_scores_codex":[0.999043,0.00001389031,0.0002486863,0.0002125707,0.000126883,0.000354982],"domain_scores_gemma":[0.9995344,0.00006290822,0.00001390404,0.0002243853,0.00004804369,0.0001163583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002915701,0.00002990545,0.0003180688,0.0001117818,0.00006386112,0.00001590131,0.00006914624,0.002011844,0.293662,0.001658397,0.01465602,0.6873739],"study_design_scores_gemma":[0.002387524,0.00009183086,0.002555656,0.0004836468,0.00006408541,0.0001094988,0.00002964554,0.09587705,0.1170559,0.0185429,0.7612937,0.001508584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09702429,0.0009110289,0.8963182,0.0006708219,0.000979966,0.00006400645,0.00002053324,0.0009310822,0.003080056],"genre_scores_gemma":[0.9942758,0.0002786801,0.001765791,0.00006402633,0.0003088389,0.000008565267,0.000007665052,0.00004055509,0.003250055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8972515,"threshold_uncertainty_score":0.4503069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118298032013194,"score_gpt":0.2423529488880389,"score_spread":0.2305231456867195,"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."}}