{"id":"W4385896868","doi":"10.1061/9780784485033.053","title":"Practical Application of Subsurface Utility Engineering: Best Practices","year":2023,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructability; Best practice; Engineering; Risk analysis (engineering); Construction engineering; Engineering management; Civil engineering; Computer science; Systems engineering; Business; Management; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002743484,0.0001016007,0.0001335368,0.00005749757,0.00002220083,0.00001722594,0.00008389197,0.00008572445,0.0001021646],"category_scores_gemma":[0.0003999185,0.00009581514,0.00003866271,0.0004276505,0.000028207,0.0002967353,0.00002755068,0.0001490855,0.00006426822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003968573,"about_ca_system_score_gemma":0.00002882167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000806383,"about_ca_topic_score_gemma":0.00001603042,"domain_scores_codex":[0.9992808,0.00001480882,0.0002140302,0.0001454969,0.0001514498,0.0001934121],"domain_scores_gemma":[0.999265,0.000251359,0.00005628829,0.0002939203,0.00007708661,0.0000563816],"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":[0.0002026088,0.0008895562,0.1901828,0.006918013,0.0006817155,0.00005413109,0.003086813,0.3190744,0.1464843,0.1651338,0.09265143,0.07464051],"study_design_scores_gemma":[0.0001786822,0.0000463994,0.03831179,0.000004874543,0.00003246255,0.000008962527,0.0009773049,0.8465933,0.0119238,0.002260555,0.09941544,0.0002464356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6969897,0.00004548431,0.2730893,0.0007292071,0.0002367648,0.0003825474,0.000006783587,0.001223272,0.02729687],"genre_scores_gemma":[0.9949269,0.00002161752,0.004793786,0.000007200766,0.0000323083,0.00001651882,0.00001050721,0.00001549495,0.0001756847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5275189,"threshold_uncertainty_score":0.3907228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053759550229092,"score_gpt":0.3054688771997421,"score_spread":0.2749312816974512,"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."}}