{"id":"W4404149491","doi":"10.3390/engproc2024076073","title":"Weather-Related Risk Assessment of Canadian Transcontinental Freight Railway: Case Study of Saskatchewan","year":2024,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Rail transportation; Transport engineering; Environmental science; Meteorology; Aeronautics; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005435271,0.0008743577,0.0003240593,0.002329221,0.002212509,0.001823976,0.001243956,0.0009042748,0.001335576],"category_scores_gemma":[0.001165018,0.000323091,0.0008335881,0.004856352,0.001031345,0.0004218935,0.001083066,0.0005669392,0.0001567846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02348105,"about_ca_system_score_gemma":0.01845419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9803057,"about_ca_topic_score_gemma":0.9873323,"domain_scores_codex":[0.9994369,0.0000979547,0.00003164718,0.00006393029,0.0001684657,0.0002009833],"domain_scores_gemma":[0.9991579,0.0002490947,0.00007214488,0.0000513257,0.0003683045,0.0001012518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000471104,0.0006990909,0.5798513,0.0003129064,0.0005422224,0.01970781,0.004026157,0.3253643,0.007796481,0.005067204,0.004889309,0.05127204],"study_design_scores_gemma":[0.00009713019,0.0002661701,0.5759166,0.0001371475,0.0003770261,0.001455642,0.041141,0.3670944,0.003888642,0.002059916,0.007305504,0.0002608247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923246,0.0001027235,0.0009725243,0.0001913547,0.000005094764,0.0001139642,0.0007652265,0.00002817297,0.005496257],"genre_scores_gemma":[0.9950519,0.0002494936,0.001568357,0.00004745268,0.000002213638,0.00003550654,0.0005933167,0.000007847832,0.002443753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02348105,"threshold_uncertainty_score":0.1703677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529281730022058,"score_gpt":0.3545131415132028,"score_spread":0.3092203242129823,"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."}}