{"id":"W4281490267","doi":"10.1007/978-981-19-0968-9","title":"Proceedings of the Canadian Society of Civil Engineering Annual Conference 2021","year":2022,"lang":"en","type":"book","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Regina; Western University; Concordia University; Okanagan University College; University of Waterloo","funders":"","keywords":"Engineering ethics; Political science; Engineering; Civil society; Library science; Law; Computer science","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":[0.001564492,0.001125369,0.0007472987,0.001854706,0.003574204,0.005718336,0.001251034,0.00183387,0.2469943],"category_scores_gemma":[0.00142078,0.0004158787,0.000485484,0.002272081,0.001249183,0.001223966,0.001930738,0.001728432,0.07597203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009575159,"about_ca_system_score_gemma":0.03011258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5346932,"about_ca_topic_score_gemma":0.798119,"domain_scores_codex":[0.9984545,0.00008141735,0.00002513404,0.00008990258,0.001111967,0.0002371945],"domain_scores_gemma":[0.9979821,0.00005759101,0.00001954868,0.00005073342,0.001439061,0.0004509577],"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":[0.00001602818,0.00001893057,0.000143709,0.0000376339,0.000002406988,0.00002763301,0.00003987815,0.00009695997,0.0001761164,0.001987059,0.9684208,0.02903286],"study_design_scores_gemma":[0.000002187482,0.000003483825,0.0004735712,0.00003067396,0.000002163309,0.00001205243,0.0001087267,0.0001036726,0.00009282854,0.0003121356,0.9988537,0.00000491269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002989539,0.01216333,0.002212445,0.02609868,0.04757937,0.0001334453,0.002695313,0.0004474811,0.9056804],"genre_scores_gemma":[0.003470415,0.003377959,0.0005429615,0.0004834794,0.0006945153,0.0000199928,0.0009234786,0.000106389,0.9903807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5346932,"threshold_uncertainty_score":0.9360942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005025023668963167,"score_gpt":0.1690921060614327,"score_spread":0.1640670823924695,"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."}}