{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005015872,0.0002376056,0.0001507289,0.001048675,0.0007655293,0.002602858,0.0004227681,0.0005404305,0.01639663],"category_scores_gemma":[0.002264313,0.0001452317,0.0001522781,0.00267866,0.001066732,0.001424685,0.0008880766,0.0003277121,0.002295905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137361,"about_ca_system_score_gemma":0.001312536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121176,"about_ca_topic_score_gemma":0.02416775,"domain_scores_codex":[0.9993398,0.0003404626,0.00002430026,0.00006773558,0.0001397338,0.00008800329],"domain_scores_gemma":[0.9992729,0.0002216654,0.0001243732,0.00005078479,0.000279187,0.00005110526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001026044,0.00007893911,0.03028974,0.0006114633,0.00002786146,0.0007049823,0.005156704,0.01470878,0.0008364152,0.4699944,0.03598312,0.441505],"study_design_scores_gemma":[0.00002344766,0.0002070557,0.03300726,0.0007311103,0.00005956774,0.001831191,0.0171398,0.003894628,0.001199275,0.08787934,0.853955,0.00007245962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1562983,0.02720507,0.03105406,0.005049026,0.0004842419,0.000068472,0.000625851,0.0002655576,0.7789494],"genre_scores_gemma":[0.8832064,0.01119749,0.005346613,0.0001930143,0.00008441416,0.00003747363,0.0001995456,0.00006196922,0.09967306],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01639663,"threshold_uncertainty_score":0.05485225,"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."}}