{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001675516,0.0004589563,0.0004892471,0.003001207,0.00001671426,0.00005603703,0.0001751465,0.0008198729,0.00001325373],"category_scores_gemma":[0.000272964,0.0005444021,0.00004724515,0.001006806,0.00002508205,0.000579519,0.00005821912,0.001465267,0.000009040279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005923259,"about_ca_system_score_gemma":0.00004502344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001110811,"about_ca_topic_score_gemma":0.002131942,"domain_scores_codex":[0.9984809,0.000005995388,0.0006158649,0.0002682222,0.0001740631,0.0004549743],"domain_scores_gemma":[0.9994523,0.0002104153,0.00005881488,0.0002083603,0.00002569023,0.00004442701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002604281,0.00000198422,0.0002373588,0.0006767102,0.000009640238,0.0000147434,0.0002153137,0.952958,0.0004498912,0.003081589,0.0000151675,0.04233698],"study_design_scores_gemma":[0.0007021794,0.00002933233,0.0005550207,0.0036367,0.00001434913,0.00006198898,0.00002052562,0.95215,0.001119638,0.01249848,0.02813181,0.001079937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005253004,0.02622665,0.9428568,0.0002260204,0.004189654,0.001196563,0.00004829051,0.003497448,0.01650561],"genre_scores_gemma":[0.9893257,0.005147523,0.004342376,0.00002849308,0.0003349516,0.0002862086,0.00009383144,0.0002398405,0.0002010596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9840727,"threshold_uncertainty_score":0.9997007,"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."}}