{"id":"W2999789545","doi":"10.1016/j.tust.2019.103252","title":"A BIM-based framework for operation and maintenance of utility tunnels","year":2020,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workflow; Building information modeling; Component (thermodynamics); Interface (matter); Computer science; Systems engineering; Construction engineering; Engineering; Risk analysis (engineering); Database; Business; Operations management; Scheduling (production processes)","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":[0.0001452791,0.0001992761,0.0003425796,0.0001032302,0.0001102994,0.00003628879,0.0001115662,0.00032327,0.00001531973],"category_scores_gemma":[0.0001871839,0.0001922245,0.0000449731,0.0002350244,0.0002815376,0.0001039902,0.00003181633,0.0002784896,6.438498e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003575417,"about_ca_system_score_gemma":0.00003540187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001166832,"about_ca_topic_score_gemma":0.00001097902,"domain_scores_codex":[0.9990296,0.00001735792,0.0002644729,0.0003201393,0.00007364553,0.0002947275],"domain_scores_gemma":[0.9993629,0.0002141055,0.00005091196,0.0002132658,0.00007189177,0.00008696229],"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":[0.0002283906,0.00006368437,0.008367753,0.002006529,0.0001427774,0.000006193225,0.00110988,0.01921507,0.009221984,0.9453709,0.0004939953,0.01377286],"study_design_scores_gemma":[0.0007436227,0.000336383,0.0005135641,0.00004997647,0.00004038485,0.000007321024,0.002023541,0.3619047,0.006198165,0.6250458,0.002835787,0.000300798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2441524,0.000686397,0.7494515,0.004979164,0.0000598791,0.0002596019,0.000008408424,0.0003065906,0.00009606012],"genre_scores_gemma":[0.9539493,0.000155173,0.04562942,0.0001625185,0.00004200961,0.00002336656,0.000004665589,0.00002542385,0.000008122365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7097969,"threshold_uncertainty_score":0.783869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308272279144832,"score_gpt":0.2240997716927789,"score_spread":0.2110170489013306,"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."}}