{"id":"W4320712592","doi":"10.1080/23789689.2022.2164656","title":"Special collection on buried infrastructures","year":2023,"lang":"en","type":"article","venue":"Sustainable and Resilient Infrastructure","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Data collection; Environmental planning; Business; Computer science; Engineering; Environmental science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001173587,0.002519838,0.001847486,0.007638732,0.00245946,0.004259436,0.001830683,0.003057978,0.2283329],"category_scores_gemma":[0.004522357,0.0006676182,0.001375947,0.005980707,0.00140681,0.004599012,0.003967202,0.002584938,0.1293839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867344,"about_ca_system_score_gemma":0.003388332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007931913,"about_ca_topic_score_gemma":0.0150622,"domain_scores_codex":[0.9986278,0.000148172,0.0001493038,0.0002053736,0.0007121616,0.0001572558],"domain_scores_gemma":[0.9961248,0.0007196488,0.0002509668,0.0004902494,0.001820692,0.0005938012],"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":[0.00001110305,0.00001522892,0.00009529499,0.0003306266,0.000002947669,0.00006170446,0.00005028119,0.00007205113,0.0001716994,0.001323314,0.9705552,0.02731051],"study_design_scores_gemma":[9.731754e-7,0.00001094549,0.0003213469,0.0002610515,0.000002039755,0.0001113796,0.00005237816,0.00001582052,0.00004520044,0.0004563973,0.9987186,0.000003831682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001492649,0.08169433,0.003822377,0.02253809,0.4059706,0.0005919113,0.006712139,0.001145686,0.4760323],"genre_scores_gemma":[0.0041187,0.0791759,0.001376511,0.006765187,0.1308301,0.0002621559,0.005183691,0.0007706457,0.7715172],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2283329,"threshold_uncertainty_score":0.7638497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003114386304535929,"score_gpt":0.2009545159471761,"score_spread":0.1978401296426401,"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."}}