{"id":"W4408445581","doi":"10.5194/egusphere-egu25-2044","title":"A New Method for Calculating Highway Blocking due to High Impact Weather Conditions","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Blocking (statistics); Environmental science; Computer science; Meteorology; Geography; Computer network","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001880108,0.0003659771,0.0006237401,0.000407729,0.00009391385,0.00008791566,0.0002137947,0.000284688,0.001386188],"category_scores_gemma":[0.00004059851,0.0003449379,0.0005932031,0.0003859975,0.000004830894,0.00007722055,0.00004061625,0.000313953,0.00002006962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169823,"about_ca_system_score_gemma":0.000162837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002592902,"about_ca_topic_score_gemma":0.0006080918,"domain_scores_codex":[0.9986332,0.00002576374,0.0005010195,0.0003373054,0.0001571376,0.0003455484],"domain_scores_gemma":[0.9989284,0.0002689461,0.00006398544,0.0004017128,0.00009849206,0.0002384464],"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":[0.000009828585,0.000008134513,0.0001004525,0.0001577035,0.0009380943,0.00000226217,0.0006303226,0.9832166,0.0008695567,0.002471127,0.005450594,0.00614533],"study_design_scores_gemma":[0.002280374,0.0001115416,0.05048877,0.001419941,0.003554616,0.00001089925,0.000466153,0.8830453,0.01695117,0.02190727,0.01675862,0.003005356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005654583,0.00007895173,0.9882643,0.0004725307,0.0004191895,0.0005637995,0.001022645,0.0006569616,0.002867015],"genre_scores_gemma":[0.571793,0.00000953822,0.4230773,0.0001966893,0.0002663894,0.000137404,0.0006790167,0.00006030262,0.003780452],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5661384,"threshold_uncertainty_score":0.9999003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640715741612261,"score_gpt":0.3365239467124144,"score_spread":0.3201167892962918,"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."}}