{"id":"W2346222113","doi":"10.7492/ijaec.2016.003","title":"Modeling Infrastructure Bridges Maintenance Work Zones","year":2016,"lang":"en","type":"article","venue":"International Journal of Architecture Engineering and Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Construction engineering; Bridge (graph theory); Computer science; Geology; Business; Engineering; Mechanical engineering","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":[0.0003419286,0.0005234014,0.0005177833,0.0007897384,0.0005850716,0.001599562,0.001617792,0.001590716,0.006722741],"category_scores_gemma":[0.001122866,0.0008012353,0.0008735961,0.0008655088,0.0005896296,0.001041576,0.0006615165,0.0005355799,0.0004907537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560075,"about_ca_system_score_gemma":0.001525592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08178256,"about_ca_topic_score_gemma":0.05239492,"domain_scores_codex":[0.999842,0.00004219449,0.000007821275,0.00003548358,0.00002527321,0.00004706722],"domain_scores_gemma":[0.999605,0.0002266258,0.00004593135,0.0000288024,0.00006324602,0.00003038742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001257608,0.0000233493,0.0007130893,0.000008104577,0.000006528989,0.00002411504,0.00002373345,0.9941522,0.0001873756,0.003172844,0.00009822016,0.001577808],"study_design_scores_gemma":[0.00000410962,0.000005127589,0.0002054882,0.000002202427,0.000004610403,0.00000371336,0.0000292675,0.9986705,0.0000711709,0.0006914965,0.000310193,0.000002039776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7543875,0.0003441866,0.2060736,0.0003790219,0.00006950292,0.0001112107,0.0009075291,0.0004710422,0.03725634],"genre_scores_gemma":[0.9816658,0.0001093736,0.01204029,0.00001348517,0.000009227952,0.00004758174,0.0003002307,0.00005573655,0.005758226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08178256,"threshold_uncertainty_score":0.162613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002788475860728361,"score_gpt":0.1728113365859903,"score_spread":0.1700228607252619,"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."}}