{"id":"W2187318879","doi":"10.14288/1.0076339","title":"BIM maturity assessment and certification in construction project team selection","year":2015,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Building information modeling; Maturity (psychological); Capability Maturity Model; Certification; Process management; Audit; Project team; Work (physics); Engineering management; Knowledge management; Engineering; Business; Computer science; Operations management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001087642,0.00002741933,0.00009897607,0.00007206246,0.00005330559,0.0000541107,0.00004315133,0.00008661483,0.00001113421],"category_scores_gemma":[0.000005629945,0.00009277451,0.00001913834,0.0002585877,0.00008520334,0.0003290222,0.00001137344,0.0001149758,0.000002083194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722849,"about_ca_system_score_gemma":0.00006301705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02359752,"about_ca_topic_score_gemma":0.1139821,"domain_scores_codex":[0.9995517,0.00002931045,0.00008858169,0.0001426357,0.0001027595,0.00008498225],"domain_scores_gemma":[0.9997517,0.000006531622,0.0000373439,0.00006532756,0.00009929536,0.00003972799],"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":[0.000006979712,0.00003466473,0.1095327,0.00006207216,0.00001673862,0.000002821105,0.0002070468,0.000164008,0.00085523,0.00007192626,0.001855475,0.8871903],"study_design_scores_gemma":[0.0004989853,0.00002952979,0.979022,0.00004171506,0.00001093359,0.000100876,0.002419649,0.01668061,0.000008411386,0.000728522,0.0003599857,0.00009872995],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921781,0.00005661572,0.004439673,0.00002143144,0.0002007632,0.000165297,0.00001635574,0.0001136971,0.002808079],"genre_scores_gemma":[0.9970391,0.00007927082,0.002798836,0.000002361743,0.00001658366,0.00000116213,0.00001385537,0.000005653414,0.0000431612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8870916,"threshold_uncertainty_score":0.9829044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284787690942442,"score_gpt":0.1957682929153431,"score_spread":0.1829204160059187,"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."}}