{"id":"W4288433994","doi":"10.1061/9780784484296.019","title":"Montebello Filtration Plant Infrastructure Improvements","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":"Thompson Rivers University","funders":"","keywords":"Precast concrete; Mortar; Water pipe; Engineering; Civil engineering; Archaeology; Mechanical engineering; History","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":[0.00007455584,0.0001478458,0.0001232787,0.0000803185,0.000150559,0.00002485788,0.0001939967,0.00004244008,0.000673099],"category_scores_gemma":[0.00001615772,0.0001503516,0.0000533168,0.0001985981,0.000009380458,0.00005843756,0.00007885147,0.000371455,0.000005758131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008726733,"about_ca_system_score_gemma":0.00001128441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002305046,"about_ca_topic_score_gemma":0.000007711355,"domain_scores_codex":[0.999173,0.00001383049,0.0001972459,0.0001538318,0.0002438557,0.0002182249],"domain_scores_gemma":[0.9996957,0.00002018228,0.00002121656,0.0001970281,0.00001262987,0.00005327122],"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":[0.000007645172,0.000009075243,0.0000618984,0.00002785443,0.00002244501,0.000007108269,0.00007583896,0.9462417,0.01801065,0.0005169798,0.02800722,0.007011595],"study_design_scores_gemma":[0.0005072966,0.00009307137,0.002366835,0.000005076474,0.00002171541,0.00005728757,0.0002487673,0.6963318,0.001899463,0.00330126,0.2947139,0.0004535333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8796239,0.003882213,0.08821638,0.0006400921,0.0104887,0.001044661,0.001189725,0.004823243,0.01009108],"genre_scores_gemma":[0.9984353,0.00003667646,0.0004279352,0.0001102558,0.0001627981,0.00007557672,0.0001859683,0.0000331697,0.0005323015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2667066,"threshold_uncertainty_score":0.7369962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004821990866906446,"score_gpt":0.1837221377605947,"score_spread":0.1789001468936882,"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."}}