{"id":"W2264686095","doi":"","title":"IT And Systemic Approach For Managing Sustainable Urban Infrastructure Rehabilitation","year":2006,"lang":"en","type":"article","venue":"Proceedings of the Joint CIB W78, W102, ICCCBE, ICCC, and DMUCE International Conference on Computing and Decision Making in Civil and Building Engineering, Montreal, Canada, 14-16 June","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Asset (computer security); Process management; Task (project management); Risk analysis (engineering); Process (computing); Computer science; Sustainability; Asset management; Business; Engineering; Computer security; Systems engineering","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":[0.002117251,0.000671537,0.0004414372,0.001728329,0.001141002,0.005668529,0.001246173,0.001446949,0.003760437],"category_scores_gemma":[0.001448963,0.0003386789,0.0007770786,0.001841709,0.003247666,0.003841613,0.002411735,0.001361226,0.000458696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003995484,"about_ca_system_score_gemma":0.005973551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00470732,"about_ca_topic_score_gemma":0.004616585,"domain_scores_codex":[0.9980595,0.0008631393,0.0001171399,0.0002516821,0.00054354,0.0001650014],"domain_scores_gemma":[0.9991806,0.0002780691,0.0001238106,0.00009571516,0.0002102488,0.0001115786],"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":[0.00001611068,0.00006648708,0.001243535,0.0002545227,0.00005203047,0.0002873468,0.001149696,0.04648277,0.00143174,0.8858114,0.003636815,0.05956757],"study_design_scores_gemma":[0.00003260922,0.0001780563,0.001185705,0.0003327906,0.0001007494,0.0002786647,0.00259194,0.1767842,0.001557268,0.675635,0.1412603,0.00006261922],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01151768,0.001690964,0.9027086,0.006001038,0.0001416624,0.0002173647,0.0001320339,0.0003652752,0.07722541],"genre_scores_gemma":[0.6363108,0.003440916,0.333706,0.0007489544,0.0002113407,0.0006197904,0.0002705329,0.00008506954,0.02460655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005668529,"threshold_uncertainty_score":0.02898937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005180981412948721,"score_gpt":0.2028771877669037,"score_spread":0.197696206353955,"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."}}