{"id":"W3191302124","doi":"10.1061/9780784483619.044","title":"San Patricio Water Transmission Pipeline—Multiple Pipe Solutions","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Bible Institute; Thompson Rivers University","funders":"","keywords":"Pipeline (software); Pipeline transport; Bidding; Purchasing; Water pipe; Pipe; Process (computing); Civil engineering; Joint (building); Computer science; Engineering; Environmental science; Construction engineering; Mechanical engineering; Business; Operations management; Materials science","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":[0.001019728,0.0007121734,0.0002651502,0.0008903446,0.001580375,0.002312758,0.001448195,0.001628872,0.03920997],"category_scores_gemma":[0.0009448797,0.0006515091,0.0004131881,0.0009022386,0.0005042141,0.002148053,0.001957724,0.001275748,0.00527539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002920939,"about_ca_system_score_gemma":0.003373871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333415,"about_ca_topic_score_gemma":0.03559704,"domain_scores_codex":[0.9987679,0.0001475531,0.0000312965,0.0001937966,0.0006922562,0.0001672248],"domain_scores_gemma":[0.9993544,0.00005463224,0.00003414553,0.00007512851,0.0003535485,0.0001279867],"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":[0.0004877812,0.0005659292,0.004277367,0.0006677235,0.00004740812,0.00155522,0.001207443,0.01718865,0.04481629,0.04677475,0.2092406,0.6731709],"study_design_scores_gemma":[0.0001949943,0.0009856246,0.004001169,0.0002094088,0.00004922317,0.001305801,0.001440595,0.03234971,0.02641787,0.005745497,0.9272294,0.00007081272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1204941,0.002681556,0.3138952,0.01306068,0.0008807749,0.00155659,0.001426598,0.00870994,0.5372944],"genre_scores_gemma":[0.3841571,0.001943315,0.1615352,0.0008510377,0.0001377779,0.0005365902,0.001037232,0.0007488703,0.4490528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03920997,"threshold_uncertainty_score":0.1311704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089408189963536,"score_gpt":0.2009976015015387,"score_spread":0.1901035196019034,"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."}}