{"id":"W2319022796","doi":"10.2749/222137814814070019","title":"Sustainability of Infrastructures vs. Climate Changes","year":2014,"lang":"en","type":"article","venue":"Report","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Storm; Flooding (psychology); Extreme weather; Winter storm; Sustainability; Environmental science; Rain and snow mixed; Climate change; Global warming; Meteorology; Climatology; Environmental resource management; Geography; Geology; Ecology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009718715,0.0002925405,0.0002196939,0.0009227383,0.0006164435,0.003054885,0.0003984498,0.0007906638,0.008037863],"category_scores_gemma":[0.00274196,0.0001416804,0.0003176139,0.001184236,0.002052592,0.002265742,0.001811815,0.0009406893,0.0005864025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003681897,"about_ca_system_score_gemma":0.00149243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007389609,"about_ca_topic_score_gemma":0.009854382,"domain_scores_codex":[0.9988863,0.000266086,0.00004708824,0.00009990261,0.0003637637,0.0003369084],"domain_scores_gemma":[0.9983252,0.0003369459,0.0004583413,0.0001636787,0.0005081113,0.000207784],"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":[0.0001235451,0.0000905773,0.04926829,0.0004751248,0.0001023265,0.00115895,0.001817188,0.0415128,0.003424664,0.7789212,0.01187641,0.111229],"study_design_scores_gemma":[0.00002075839,0.0003259849,0.1218825,0.0005609026,0.00008665959,0.001355713,0.008233776,0.01093481,0.005973511,0.3660839,0.4844466,0.00009498136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2152774,0.009988067,0.01750519,0.02701988,0.0004659258,0.00008237793,0.001273682,0.0001542996,0.7282333],"genre_scores_gemma":[0.9815183,0.00423369,0.001033001,0.0005298245,0.0001690687,0.00002995269,0.0001687245,0.00004183607,0.01227557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008037863,"threshold_uncertainty_score":0.02688932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004072574044033068,"score_gpt":0.2312734679873122,"score_spread":0.2272008939432791,"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."}}