{"id":"W2044130816","doi":"10.1111/j.1467-8667.2006.00456.x","title":"Mobile Model-Based Bridge Lifecycle Management System","year":2006,"lang":"en","type":"article","venue":"Computer-Aided Civil and Infrastructure Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Concordia University","keywords":"Bridge (graph theory); Computer science; Application lifecycle management; System lifecycle; Java; Systems engineering; Software engineering; Database; Embedded system; Operating system; Engineering; Software","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004494577,0.0002705484,0.0002124936,0.0001749485,0.00007095026,0.00009856437,0.0001176052,0.0001103364,0.00001024509],"category_scores_gemma":[6.390516e-7,0.0002742138,0.00006377552,0.0001752243,0.00002123832,0.0001512043,0.00003297174,0.0001820691,0.000005461394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009887602,"about_ca_system_score_gemma":0.000007896564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005054619,"about_ca_topic_score_gemma":0.000002370079,"domain_scores_codex":[0.9990695,0.00000682379,0.0002818864,0.0002366065,0.0001363935,0.0002687841],"domain_scores_gemma":[0.9996358,0.00001267462,0.00002904057,0.0002106204,0.00002981229,0.00008210933],"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":[0.000001970908,0.000003825252,0.00009393301,0.0003385143,0.00002476663,0.000005330467,0.00002565006,0.9707993,0.0006028225,0.007703924,0.001446678,0.01895327],"study_design_scores_gemma":[0.0003590921,0.00002370066,0.00585668,0.0001158394,0.0000211487,0.00003476867,0.000009537349,0.9879662,0.0005757972,0.0002131834,0.004542718,0.0002812963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1007826,0.00046729,0.8942495,0.000003318261,0.0007957264,0.0001775145,0.00001150655,0.0009755556,0.002536987],"genre_scores_gemma":[0.9708355,0.00001686015,0.02859142,0.00002179009,0.0003854586,0.00005307833,0.0000248422,0.00004322797,0.00002778369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8700529,"threshold_uncertainty_score":0.999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002496510739770054,"score_gpt":0.1568324346184235,"score_spread":0.1543359238786535,"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."}}