{"id":"W7124230474","doi":"","title":"Exploring the use of BIM to support space planning and asset information management in a large public organization","year":2025,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Building information modeling; Asset (computer security); Asset management; Stakeholder; Facility management; Benchmarking; Dashboard; Operational planning; Information system","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":[0.0036734,0.0003469044,0.000227557,0.001586761,0.004239121,0.004679172,0.001595825,0.0008425183,0.001594747],"category_scores_gemma":[0.006578478,0.0004517949,0.000203425,0.002580315,0.003348778,0.002173962,0.003285189,0.0007740319,0.0002841419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0163133,"about_ca_system_score_gemma":0.02604871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5215636,"about_ca_topic_score_gemma":0.7377657,"domain_scores_codex":[0.9970959,0.001308942,0.00006971107,0.0002400185,0.0006787031,0.0006067723],"domain_scores_gemma":[0.9958928,0.002115754,0.0003033901,0.0004143506,0.0008174184,0.0004563002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003750339,0.001962167,0.1762725,0.0009696948,0.0000801419,0.00836345,0.2947265,0.04908042,0.01419996,0.0300466,0.007888266,0.4160354],"study_design_scores_gemma":[0.00007757016,0.0009901567,0.146595,0.0007297095,0.0001179249,0.001223392,0.6312717,0.09707425,0.005846669,0.007001978,0.1088846,0.0001871115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738871,0.0001237835,0.008052629,0.001112596,0.000007016481,0.0002229394,0.0001226593,0.0001272147,0.01634407],"genre_scores_gemma":[0.9829144,0.0001925506,0.0144225,0.00007322071,0.000002398752,0.00007584703,0.0001047486,0.00003004577,0.002184385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5215636,"threshold_uncertainty_score":0.9625079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791600514409948,"score_gpt":0.1984422022310548,"score_spread":0.1605261970869553,"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."}}