{"id":"W4387165148","doi":"10.1007/978-3-031-35399-4","title":"Advances in Information Technology in Civil and Building Engineering","year":2023,"lang":"en","type":"book","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Construction engineering; Architectural engineering; Engineering; Civil engineering; Computer science","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":[0.0005691105,0.001190957,0.001025719,0.002688294,0.0005458952,0.003719034,0.0008480877,0.001047251,0.03416279],"category_scores_gemma":[0.001026828,0.000471597,0.0004528694,0.006311128,0.0009247868,0.005860514,0.001505046,0.002226048,0.01724973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110002,"about_ca_system_score_gemma":0.0009875402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001167922,"about_ca_topic_score_gemma":0.002053068,"domain_scores_codex":[0.9995321,0.00005812641,0.00002402155,0.00004120557,0.0003141346,0.00003039117],"domain_scores_gemma":[0.9993857,0.0003517985,0.00001891247,0.0000673208,0.0001360184,0.0000401875],"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":[0.00001554749,0.00006862118,0.0001227319,0.0008119473,0.00001682253,0.00008154532,0.0002286773,0.001721467,0.001635359,0.2284455,0.1960416,0.5708102],"study_design_scores_gemma":[0.000003343744,0.00001996647,0.0003960062,0.00040023,0.00001083671,0.0001680856,0.00006964897,0.001831804,0.0004951749,0.05295886,0.9436368,0.000009239649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001630762,0.362021,0.04527738,0.003805202,0.006538159,0.00004342487,0.0001735909,0.0004582372,0.5800521],"genre_scores_gemma":[0.01716271,0.3381062,0.02702055,0.001377227,0.004466746,0.00007024001,0.0004904713,0.0003610476,0.6109448],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03416279,"threshold_uncertainty_score":0.1142859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002811891208733483,"score_gpt":0.1832979586831827,"score_spread":0.1804860674744493,"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."}}