{"id":"W2769859124","doi":"10.5539/emr.v7n1p1","title":"A Framework for Building Design Management in an Imperfect BIM Environment","year":2017,"lang":"en","type":"article","venue":"Engineering Management Research","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Building information modeling; Multidisciplinary approach; Design process; Process management; Software; Scheme (mathematics); Information flow; Computer science; Imperfect; Engineering; Systems engineering; Knowledge management; Engineering management; Operations management; Work in process","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006275021,0.001202819,0.0008433022,0.00341852,0.002158599,0.008093921,0.004675188,0.002810938,0.008025834],"category_scores_gemma":[0.005021819,0.001046605,0.00240155,0.002766281,0.004366783,0.006326793,0.006737439,0.002876279,0.002724485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002451572,"about_ca_system_score_gemma":0.00318459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008107263,"about_ca_topic_score_gemma":0.0086184,"domain_scores_codex":[0.9962948,0.001611017,0.0003722322,0.0004966192,0.0009458775,0.0002794937],"domain_scores_gemma":[0.9982249,0.0006136954,0.0001799488,0.000457514,0.0003219096,0.0002021099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001324356,0.00003823924,0.0002491085,0.0001225663,0.0000187175,0.0002421104,0.0009349576,0.01601369,0.0004935242,0.9553956,0.001742488,0.02473563],"study_design_scores_gemma":[0.0000323655,0.00007028545,0.0003127167,0.0003967382,0.00005464823,0.0005454387,0.001024729,0.1904426,0.001068827,0.5880619,0.2179202,0.00006947707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007173665,0.0002228008,0.9889445,0.0003366562,0.00003634288,0.0001463752,0.00006405493,0.0005612688,0.008970666],"genre_scores_gemma":[0.03072085,0.0004129281,0.9631833,0.00007489612,0.00004167516,0.0004568645,0.000253576,0.0001244753,0.004731505],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008107263,"threshold_uncertainty_score":0.03318584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06319024100301474,"score_gpt":0.3370511263560789,"score_spread":0.2738608853530642,"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."}}