{"id":"W2312320697","doi":"10.1139/cjce-2014-0037","title":"Assessing the impact of renewal scenarios on the global structural state of sewer pipe networks","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Water Systems and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"State (computer science); Civil engineering; Computer science; Engineering; Environmental science; Transport engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000348171,0.0001329917,0.0002153448,0.00009006681,0.00004609436,0.00007591994,0.0002210839,0.0000439014,0.00002386368],"category_scores_gemma":[0.00007018583,0.00007739609,0.0001210399,0.0002007768,0.00002464866,0.0001499302,0.000005959812,0.0001988398,2.3676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001951794,"about_ca_system_score_gemma":0.0001176968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315961,"about_ca_topic_score_gemma":0.02682821,"domain_scores_codex":[0.9991829,0.00003219466,0.0003647482,0.00004838298,0.0001298058,0.0002419278],"domain_scores_gemma":[0.9993639,0.00006643495,0.0001353315,0.0001609364,0.0001086102,0.0001648174],"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":[0.000001657321,6.31328e-7,0.00204072,0.0000176816,0.00006727603,0.000003035067,0.0001940564,0.9968421,0.00008336659,0.00006377994,0.0003931616,0.000292477],"study_design_scores_gemma":[0.00013971,0.0000523913,0.02182051,0.0002263262,0.00001470081,0.00004469236,0.00002479236,0.9772337,0.0001593986,0.00007190454,0.0001209812,0.00009090307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590715,0.0004594583,0.1376792,0.00005889117,0.00109564,0.0001017217,0.00001374013,0.00001536237,0.001504433],"genre_scores_gemma":[0.9996895,0.000004787618,0.00007061762,0.000006310522,0.0002004441,5.063324e-7,9.843379e-7,0.00002037063,0.000006539683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1406179,"threshold_uncertainty_score":0.9909297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00640942147352293,"score_gpt":0.2015289456037893,"score_spread":0.1951195241302664,"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."}}