{"id":"W4383876955","doi":"10.24928/2023/0257","title":"Lean Construction and Building Information Modeling (BIM) in Design Management: Survey Results From French Companies","year":2023,"lang":"en","type":"article","venue":"Annual Conference of the International Group for Lean Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Building information modeling; Computer science; Construction engineering; Knowledge management; Business; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006082776,0.0003909703,0.0002553809,0.001750808,0.0006439372,0.00177464,0.0002586919,0.0008209215,0.001168339],"category_scores_gemma":[0.009425825,0.0002480751,0.0003036588,0.00182735,0.0006539795,0.0008466803,0.000879124,0.0003799736,0.0002598342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333779,"about_ca_system_score_gemma":0.001133679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02026184,"about_ca_topic_score_gemma":0.02266973,"domain_scores_codex":[0.9952759,0.002273445,0.0003476093,0.0003574472,0.001183843,0.0005618052],"domain_scores_gemma":[0.9896377,0.005767486,0.001777578,0.0002782878,0.00197697,0.0005618342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003163284,0.0005275818,0.8673311,0.000382024,0.0001017021,0.0004643103,0.04722708,0.001457837,0.00374421,0.0006517862,0.001350022,0.07644608],"study_design_scores_gemma":[0.00001864977,0.0009789347,0.9329759,0.0001464681,0.00005026354,0.0003126471,0.0510136,0.001422573,0.001834491,0.00009993469,0.01109128,0.00005527166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984148,0.000235496,0.0002894557,0.00007459959,0.000001969445,0.00001361911,0.00005338973,0.000005367217,0.0009112181],"genre_scores_gemma":[0.9988833,0.0001866063,0.0002762688,0.0000584501,0.000002701018,0.0000232909,0.00009615596,0.00000208814,0.000471062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02026184,"threshold_uncertainty_score":0.04028779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03741784460179708,"score_gpt":0.2326297515432129,"score_spread":0.1952119069414158,"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."}}