{"id":"W651604807","doi":"10.17226/22957","title":"Utility Location and Highway Design","year":2010,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Computer science; Geography; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007713574,0.0003145422,0.000333795,0.0002856059,0.000194033,0.0001039814,0.0002182162,0.0007071408,0.0002452547],"category_scores_gemma":[0.00003041334,0.0003219429,0.00007024918,0.00007783358,0.0004617956,0.0001199739,0.000007149944,0.001864482,0.00002158196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745261,"about_ca_system_score_gemma":0.0005914893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001342073,"about_ca_topic_score_gemma":0.001345139,"domain_scores_codex":[0.9978845,0.0001056653,0.0004270601,0.000437316,0.0006631404,0.0004823557],"domain_scores_gemma":[0.998422,0.0002850896,0.00004028981,0.0004849857,0.0005521924,0.0002154888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001041421,0.0001371148,0.001701885,0.01962063,0.001080653,0.0003015216,0.01557324,0.003559837,0.00642418,0.2521977,0.4114137,0.2869481],"study_design_scores_gemma":[0.0008080641,0.0001982683,0.03668091,0.0001783416,0.0001002524,0.000001855341,0.0002023353,0.003474163,0.002173797,0.3113634,0.6438212,0.0009973784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009294981,0.000595654,0.1116443,0.0001162236,0.000624753,0.003284147,0.0001318501,0.001137918,0.8731702],"genre_scores_gemma":[0.6333476,0.000108204,0.002519771,0.00003381493,0.0003133953,0.0001677759,0.0003106553,0.0001643272,0.3630345],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6240526,"threshold_uncertainty_score":0.9999233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03300377619119813,"score_gpt":0.2793514913577089,"score_spread":0.2463477151665107,"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."}}