{"id":"W4412753985","doi":"10.1080/15623599.2025.2538690","title":"BIM adoption and implementation in the civil and transportation infrastructure sector: analysis of governmental roadmaps and action plans","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Action (physics); Business; Civil infrastructure; Process management; Engineering; Transport engineering; Risk analysis (engineering)","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":[0.01268339,0.0002040338,0.000215022,0.007673169,0.00152255,0.003553507,0.000601315,0.0005594629,0.0011803],"category_scores_gemma":[0.03032175,0.000349187,0.0003631462,0.01328743,0.001745,0.003301227,0.001970168,0.0006359614,0.0002476644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008711771,"about_ca_system_score_gemma":0.01108709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116442,"about_ca_topic_score_gemma":0.02927349,"domain_scores_codex":[0.9906246,0.005275622,0.0007378948,0.0005701261,0.001988434,0.0008033549],"domain_scores_gemma":[0.9753368,0.01487391,0.003658782,0.001467049,0.004260959,0.0004024883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001542236,0.0004302589,0.3000601,0.001346392,0.00008105332,0.0008323401,0.3460849,0.004738026,0.002566063,0.03605812,0.004244892,0.3034036],"study_design_scores_gemma":[0.00001171596,0.0001787055,0.4049016,0.0007772556,0.00006452939,0.0002282158,0.5455735,0.006358306,0.002407294,0.003985019,0.03543526,0.00007874559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826211,0.0002359281,0.002257077,0.0005506855,0.000007494784,0.0003145845,0.000535833,0.00003364126,0.01344365],"genre_scores_gemma":[0.9897989,0.0004086683,0.007822519,0.00005563021,0.000001921261,0.0002819255,0.0007580016,0.00002006699,0.0008525375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02116442,"threshold_uncertainty_score":0.06707698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004048248722485261,"score_gpt":0.2410887364556989,"score_spread":0.2370404877332136,"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."}}