{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006292616,0.0000410134,0.00005676737,0.00002423881,0.00002109702,0.000007701733,0.00008766269,0.00001759877,0.000008132197],"category_scores_gemma":[0.00002944836,0.0000263038,0.00001081776,0.0001263956,0.00001449663,0.00005284114,0.00001734355,0.00005354332,5.369586e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005561495,"about_ca_system_score_gemma":0.00003954894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0247215,"about_ca_topic_score_gemma":0.06161442,"domain_scores_codex":[0.9996896,8.836037e-7,0.0001059374,0.00004587712,0.00009081654,0.00006687961],"domain_scores_gemma":[0.9998483,0.00001170908,0.00002690797,0.00003515839,0.00005186375,0.00002607034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006442999,0.000004854626,0.6933302,0.0003511115,0.00004809082,2.890608e-8,0.002168421,0.00896826,0.07876905,0.1198531,0.003354032,0.09308849],"study_design_scores_gemma":[0.0009818226,0.0001097962,0.634166,0.0006709857,0.00003740559,0.00001790581,0.02476861,0.02813953,0.293249,0.004849721,0.01252921,0.0004799928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962158,0.0001141691,0.000001800565,0.0002556723,0.0001820248,0.0001027026,0.000002956141,0.000006033001,0.003118906],"genre_scores_gemma":[0.9998326,0.00003127126,0.00005241922,0.00002040393,0.000009934854,0.000004899989,7.540993e-8,0.000004407353,0.00004394929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.21448,"threshold_uncertainty_score":0.981773,"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."}}