{"id":"W2062871318","doi":"10.4028/www.scientific.net/amr.831.370","title":"Risk Assessment of Construction Organization Plans for Bridge Projects","year":2013,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Bridge (graph theory); Plan (archaeology); Risk management plan; Engineering; Analytic hierarchy process; Risk management; Construction engineering; Risk assessment; Risk analysis (engineering); Construction management; Construction site safety; Process (computing); IT risk management; Civil engineering; Computer science; Business; Operations research","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":[0.0004898044,0.00006666686,0.0001227794,0.0001343534,0.00008121313,0.00005761034,0.00007857528,0.00005178813,0.0005447558],"category_scores_gemma":[0.0002603134,0.00006561567,0.00001063641,0.0002566251,0.0000392363,0.000293801,0.0000194626,0.00005715187,0.000024261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006367232,"about_ca_system_score_gemma":0.00004951989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001821831,"about_ca_topic_score_gemma":0.000002993048,"domain_scores_codex":[0.9991242,0.00009057552,0.0002434385,0.0001219161,0.0002432138,0.0001766886],"domain_scores_gemma":[0.9987774,0.0001040741,0.00004842136,0.0001444579,0.0008899994,0.00003561106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009162269,0.00002141028,0.0007948151,0.0002169879,0.00002116335,7.970181e-8,0.0001566118,0.1851162,0.8042427,0.00412249,0.0008582349,0.004440189],"study_design_scores_gemma":[0.0009922103,0.00009984722,0.01600487,0.00004097074,0.000009064605,0.00000177059,0.000127684,0.121766,0.8566449,0.003873461,0.0002820487,0.0001571973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6638619,0.00000882567,0.3338807,0.00004575858,0.0002446164,0.001146498,0.0001135987,0.0001026445,0.0005954913],"genre_scores_gemma":[0.9277433,0.0002067776,0.07154084,0.000005001073,0.00004322458,0.0002241194,0.0001446625,0.00002902123,0.00006311814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638814,"threshold_uncertainty_score":0.5964694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0626540878933016,"score_gpt":0.3859598622585674,"score_spread":0.3233057743652659,"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."}}