{"id":"W4402057773","doi":"10.1061/9780784485576.055","title":"Saunderson PRV Lower Townsite Supply Lines HDD","year":2024,"lang":"en","type":"article","venue":"","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0002328704,0.0003607778,0.0001347728,0.0007425277,0.002031005,0.001660027,0.0007945551,0.0003967906,0.06616227],"category_scores_gemma":[0.0004857266,0.0004168979,0.0001749889,0.0006667388,0.0005827214,0.0003426552,0.00107516,0.000709502,0.008308574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004233207,"about_ca_system_score_gemma":0.008754028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3603613,"about_ca_topic_score_gemma":0.6551909,"domain_scores_codex":[0.9994005,0.0000347804,0.000006659298,0.00008361155,0.0003707943,0.000103642],"domain_scores_gemma":[0.9993362,0.00003379045,0.00002336831,0.0000480502,0.0003756962,0.0001829159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001245747,0.0006735974,0.09069232,0.000456105,0.00004338874,0.004589958,0.003693719,0.01178821,0.07868153,0.02272208,0.1756096,0.6098039],"study_design_scores_gemma":[0.00009305299,0.0008339089,0.07391407,0.0001091377,0.00001740346,0.001383045,0.003123059,0.006257939,0.01545758,0.001086453,0.8976703,0.00005396527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3352921,0.0004461526,0.01747346,0.001002279,0.0001956651,0.0004907997,0.00296346,0.002936617,0.6391995],"genre_scores_gemma":[0.3543911,0.0002876922,0.008789901,0.0001673744,0.00002513697,0.00009575124,0.002169909,0.0003140679,0.633759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3603613,"threshold_uncertainty_score":0.7165275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678507115764443,"score_gpt":0.1910524822767312,"score_spread":0.1742674111190868,"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."}}