{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001006863,0.0002680366,0.0002679169,0.00008997095,0.0001378361,0.00006603372,0.0001587051,0.000197746,0.0006755391],"category_scores_gemma":[0.00007062082,0.0002152445,0.0001776141,0.0002871602,0.00002526621,0.00009863679,0.00005158771,0.0003510751,0.0001429879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004391288,"about_ca_system_score_gemma":0.00002583066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524672,"about_ca_topic_score_gemma":0.00004029518,"domain_scores_codex":[0.9985335,0.00002804763,0.0003705585,0.0002966946,0.0002185769,0.0005526148],"domain_scores_gemma":[0.9992563,0.00007273486,0.00001207898,0.0003710253,0.0001141583,0.0001737577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001234004,0.00008823838,0.0001068977,0.000198741,0.00007345664,0.0001186302,0.0002490758,0.5604529,0.3154892,0.0002939617,0.0183155,0.104601],"study_design_scores_gemma":[0.0007470814,0.00001799964,0.000474888,0.00007066876,0.00007815243,0.00008897264,0.0001205929,0.4526863,0.12689,0.001043344,0.4171165,0.0006655022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02940787,0.006679208,0.955144,0.001255326,0.001624246,0.0001674831,0.00004218069,0.001090263,0.004589385],"genre_scores_gemma":[0.9930426,0.000561392,0.004028625,0.00006897996,0.0005451792,0.00001685848,0.0001618067,0.0000621787,0.001512419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9636347,"threshold_uncertainty_score":0.8777416,"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."}}