{"id":"W2624855859","doi":"10.1061/9780784480830.031","title":"Planning Rough-Grading Projects: CAT Handbook vs. RS Means","year":2017,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Earthworks; Grading (engineering); Computer science; Hoist (device); Productivity; Operations research; Industrial engineering; Engineering; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004557457,0.0006811328,0.0007854571,0.003151859,0.0004258351,0.003113176,0.001905429,0.0008129951,0.008245006],"category_scores_gemma":[0.01499175,0.0007122176,0.0007186353,0.00475323,0.0007371742,0.00231609,0.001238687,0.0008926079,0.001747659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832437,"about_ca_system_score_gemma":0.003154008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054236,"about_ca_topic_score_gemma":0.02124283,"domain_scores_codex":[0.9961696,0.001569348,0.000302157,0.0002732769,0.001577666,0.0001079767],"domain_scores_gemma":[0.9869772,0.007621867,0.000916673,0.001779855,0.002541251,0.0001631501],"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":[0.0002750597,0.0002090229,0.004027786,0.001322465,0.000101119,0.0001632414,0.001064166,0.4004153,0.001971979,0.121399,0.03002385,0.439027],"study_design_scores_gemma":[0.00009435763,0.0006049041,0.007201066,0.0006557005,0.00009886407,0.0004300757,0.001843674,0.7633711,0.004032992,0.07898999,0.1424377,0.0002395866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04662331,0.001359328,0.8864502,0.0008521249,0.00009110806,0.0006463959,0.002879249,0.004232753,0.05686557],"genre_scores_gemma":[0.2452578,0.001592787,0.7382239,0.0001391778,0.00003542293,0.0009012634,0.00384368,0.0007683915,0.009237641],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01054236,"threshold_uncertainty_score":0.02758235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02366660187588807,"score_gpt":0.2429189601536433,"score_spread":0.2192523582777553,"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."}}