{"id":"W2156520753","doi":"10.1023/a:1022934225431","title":"Weather as a Chronic Hazard for Road Transportation in Canadian Cities","year":2003,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Traffic and Road Safety","field":"Engineering","cited_by":270,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Transport Canada","keywords":"Precipitation; Environmental science; Natural hazard; Hazard; Climatology; Meteorology; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.00008827162,0.0001224782,0.0001265729,0.0001088763,0.00004605766,0.00001228274,0.00006613739,0.0001212415,0.0001024713],"category_scores_gemma":[0.00001312493,0.0001155029,0.00006608177,0.0001270936,0.00001684152,0.00008780027,5.406067e-7,0.0001693285,0.00002448275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000388295,"about_ca_system_score_gemma":0.0002518176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01204614,"about_ca_topic_score_gemma":0.5619003,"domain_scores_codex":[0.9992774,0.000008862944,0.000141542,0.0001174046,0.00008712569,0.0003676982],"domain_scores_gemma":[0.9997757,0.00001264708,0.000009089908,0.00008474068,0.00002264722,0.0000951427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001711712,0.00008126508,0.02196307,0.001027939,0.0004208715,0.0001810615,0.01224692,0.2129956,0.003015235,0.1089896,0.02823169,0.6106756],"study_design_scores_gemma":[0.003434935,0.0001612777,0.3231321,0.0001632671,0.00005390158,0.00002179759,0.0006385744,0.06103074,0.003223487,0.001221517,0.6057801,0.001138296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827669,0.004366954,0.0001453637,0.0001517586,0.001017435,0.0003370784,0.00006221831,0.0001750571,0.01097719],"genre_scores_gemma":[0.998491,0.00005813513,0.0002586127,0.00005385868,0.00007096798,0.00003626283,0.00004123601,0.00002745646,0.0009624282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6095373,"threshold_uncertainty_score":0.9945327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00475254217943299,"score_gpt":0.2142400429986006,"score_spread":0.2094875008191676,"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."}}