{"id":"W4288447308","doi":"10.1061/9780784484289.015","title":"The Paris of the Prairies Leads the Way for Pipeline Management","year":2022,"lang":"en","type":"article","venue":"Pipelines 2022","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatoon City Hospital","funders":"","keywords":"Pipeline (software); Computer science; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003994498,0.0001357239,0.0001243013,0.0000248628,0.0005875324,0.00002948739,0.0006424835,0.0000265934,0.00003573195],"category_scores_gemma":[0.00006212066,0.00006819812,0.0001475298,0.0002742528,0.00008028715,0.00002054216,0.0002487889,0.0002859778,0.000001227333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003767356,"about_ca_system_score_gemma":0.000008419102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001489594,"about_ca_topic_score_gemma":0.0000205169,"domain_scores_codex":[0.9990478,0.00003714887,0.0002714362,0.0001219427,0.0002834507,0.0002381783],"domain_scores_gemma":[0.9991372,0.0002690473,0.00004577498,0.0004978228,0.0000304341,0.00001971479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000213037,0.00001414702,0.0000430907,0.00009341412,0.00006609765,5.743585e-7,0.000129426,0.8164939,0.0003691955,0.01891411,0.1483397,0.01551498],"study_design_scores_gemma":[0.0002063415,0.00002346388,0.0006479606,0.000005506608,0.00004584517,0.000006222566,0.0005579126,0.1144879,0.0004741299,0.004008094,0.8794165,0.000120138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1616966,0.06684186,0.5655476,0.1122101,0.03783561,0.01202525,0.001301532,0.004387986,0.03815341],"genre_scores_gemma":[0.9931749,0.0002205497,0.0002377445,0.0001266185,0.0001586927,0.0003752417,0.000009091083,0.00003418152,0.005662958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8314783,"threshold_uncertainty_score":0.4518883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006333362810975178,"score_gpt":0.2035072051111143,"score_spread":0.1971738423001391,"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."}}