{"id":"W2955632512","doi":"10.22260/isarc2019/0021","title":"The Benefits of and Barriers to BIM Adoption in Canada","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"BIM and Construction Integration","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Building information modeling; Download; Stakeholder; Asset (computer security); Benchmark (surveying); Process (computing); Business; Computer science; Engineering; Public relations; Political science; World Wide Web; Operations management; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003312251,0.0002814901,0.0003930445,0.002434847,0.006588991,0.004153991,0.001133655,0.0005531615,0.003163653],"category_scores_gemma":[0.01181037,0.0003486245,0.0004017035,0.007664855,0.00235974,0.001212643,0.00361921,0.001428542,0.000203529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07779263,"about_ca_system_score_gemma":0.1725564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944108,"about_ca_topic_score_gemma":0.9961199,"domain_scores_codex":[0.9930704,0.0006039896,0.0002670617,0.0003582891,0.003712594,0.001987651],"domain_scores_gemma":[0.9874379,0.001781531,0.001162804,0.0002428334,0.006997683,0.002377214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000239211,0.0002707102,0.7914388,0.000473904,0.00006143108,0.0006170026,0.07489081,0.0008339403,0.0008597558,0.008698825,0.01539565,0.1062201],"study_design_scores_gemma":[0.000008735273,0.00005065261,0.8719897,0.0002854256,0.00002591325,0.0000715906,0.1048952,0.001171138,0.0003462921,0.000381236,0.02068592,0.00008816265],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761962,0.0006897525,0.0002917773,0.004807808,0.00002802771,0.00009849432,0.001617846,0.00003078802,0.01623933],"genre_scores_gemma":[0.9962542,0.0007748334,0.0003720633,0.0002520517,0.000002957957,0.00004089585,0.0004030473,0.000009490283,0.001890288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07779263,"threshold_uncertainty_score":0.5644277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004210997466046068,"score_gpt":0.1643606300440972,"score_spread":0.1601496325780511,"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."}}