{"id":"W4392047802","doi":"10.1139/cjce-2024-0027","title":"Capturing and modeling reality to enhance the built environment","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of British Columbia, Okanagan Campus; University of British Columbia; University of New Brunswick","funders":"","keywords":"Computer science; Human–computer interaction; Virtual reality; Augmented reality","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002532339,0.0006321257,0.0003430882,0.0007355076,0.0002326504,0.001827119,0.0006356806,0.000513297,0.002742959],"category_scores_gemma":[0.00128944,0.0003784903,0.0006413803,0.0008040932,0.0004175344,0.001663706,0.001339752,0.0006195339,0.0005992565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002995704,"about_ca_system_score_gemma":0.000547281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01033397,"about_ca_topic_score_gemma":0.01908993,"domain_scores_codex":[0.9997935,0.00006150702,0.00000931769,0.00004061897,0.00006652936,0.00002862866],"domain_scores_gemma":[0.9997031,0.0001207501,0.00003009363,0.00006469604,0.00005967637,0.00002154012],"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":[0.00008505384,0.0001239371,0.004966593,0.0002499066,0.000103104,0.0002184685,0.0005959991,0.8008273,0.01600151,0.0243833,0.003447094,0.1489978],"study_design_scores_gemma":[0.000008181749,0.00003953254,0.002061536,0.0000250845,0.00003802112,0.00008499883,0.0002253657,0.9792651,0.003926528,0.008612881,0.005677819,0.00003493635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08416962,0.0003866124,0.9036484,0.0003379071,0.0001081403,0.00006247175,0.0006698653,0.00163943,0.008977489],"genre_scores_gemma":[0.8001356,0.0009512638,0.1947591,0.00007737109,0.00004934147,0.00004837102,0.0008224462,0.0002580067,0.002898512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01033397,"threshold_uncertainty_score":0.02054769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202223416429775,"score_gpt":0.2114603557225808,"score_spread":0.1994381215582831,"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."}}