{"id":"W3191712575","doi":"10.1061/9780784483602.002","title":"ATCO’s Urban Pipeline Replacement (UPR) Program","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ATCO (Canada); Alberta Energy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001289855,0.0003119126,0.0002033568,0.0007296424,0.001750181,0.001158171,0.001089058,0.0003628465,0.01074066],"category_scores_gemma":[0.002050295,0.0001713937,0.0003128233,0.001058884,0.0007401857,0.0003956768,0.0009902574,0.0006168743,0.001035811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01030014,"about_ca_system_score_gemma":0.03877098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.596656,"about_ca_topic_score_gemma":0.7456065,"domain_scores_codex":[0.9984698,0.0001606375,0.00002061213,0.00008974146,0.0009004117,0.0003587499],"domain_scores_gemma":[0.9980807,0.0001158513,0.00008046355,0.000121845,0.001204336,0.0003967711],"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":[0.001672192,0.001432646,0.05862936,0.0005495083,0.00009253411,0.001258178,0.001767753,0.06155281,0.02064099,0.05139408,0.2223028,0.5787072],"study_design_scores_gemma":[0.0003856503,0.0020335,0.1155018,0.0001720968,0.0001161971,0.0007691467,0.003450003,0.04186684,0.02048374,0.004178877,0.8108944,0.0001478205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4584229,0.00118598,0.04493846,0.005673849,0.0003960968,0.002587007,0.006598215,0.003497736,0.4766997],"genre_scores_gemma":[0.8470005,0.0007577698,0.0268654,0.0005571122,0.00004856868,0.0002861935,0.003659131,0.0002428874,0.1205824],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.596656,"threshold_uncertainty_score":0.8114387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009361435412575185,"score_gpt":0.2203585966839798,"score_spread":0.2109971612714046,"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."}}