{"id":"W3121026923","doi":"10.1061/ciegag.0001472","title":"Beneath The Surface","year":2020,"lang":"en","type":"article","venue":"Civil engineering","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Durham","funders":"","keywords":"Redevelopment; Downtown; Civil engineering; Urban regeneration; Construction engineering; Process (computing); Engineering; Environmental planning; Transport engineering; Architectural engineering; Computer science; Environmental science; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001228675,0.0004589437,0.0003675713,0.0006775541,0.001286967,0.002945841,0.0004978125,0.001279406,0.02797342],"category_scores_gemma":[0.0006106706,0.0002853533,0.0002654714,0.000685708,0.0007891069,0.001291859,0.001859315,0.0009580923,0.01241809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006299216,"about_ca_system_score_gemma":0.001313769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00923978,"about_ca_topic_score_gemma":0.01101533,"domain_scores_codex":[0.9995828,0.00001589973,0.00001031914,0.00009161443,0.0001954247,0.0001038591],"domain_scores_gemma":[0.9998479,0.00001119877,0.00001564447,0.00002475949,0.000077049,0.00002351196],"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":[0.0002566658,0.0001213431,0.0472544,0.001121782,0.00009151248,0.005743522,0.004359669,0.01063759,0.2645335,0.110338,0.06278922,0.4927528],"study_design_scores_gemma":[0.00002779932,0.0001765423,0.09317959,0.0004868937,0.00009993874,0.002896243,0.006168447,0.008096146,0.02445111,0.02242479,0.8419043,0.00008832306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1989073,0.003442122,0.04703375,0.003250252,0.001082383,0.0002214237,0.004312427,0.00208683,0.7396635],"genre_scores_gemma":[0.8257061,0.002038502,0.01345123,0.000992567,0.0001772933,0.00005641855,0.002755451,0.0003073126,0.1545151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02797342,"threshold_uncertainty_score":0.09358037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005563538721314291,"score_gpt":0.1621083430460217,"score_spread":0.1565448043247074,"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."}}