{"id":"W4365814600","doi":"10.2478/ttj-2023-0016","title":"Railway Transport Adaptation Strategies to Climate Change at High Latitudes: A Review of Experience from Canada, Sweden and China","year":2023,"lang":"en","type":"review","venue":"Transport and Telecommunication Journal","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Science Foundation","keywords":"Earthworks; Climate change; China; Engineering; Civil engineering; Transport engineering; Flooding (psychology); Climate change adaptation; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003496549,0.0002972712,0.0009771849,0.00005147505,0.0003475848,0.00001718333,0.0003995512,0.00008181602,0.000397717],"category_scores_gemma":[0.000007179091,0.0002335737,0.0001186425,0.0002671459,0.0001283834,0.0002563749,0.0000802287,0.000286329,0.000008429884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166023,"about_ca_system_score_gemma":0.00009589476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07351086,"about_ca_topic_score_gemma":0.2814017,"domain_scores_codex":[0.9982213,0.00008922864,0.0008270274,0.0002715485,0.0003487326,0.0002421041],"domain_scores_gemma":[0.9989936,0.00006980058,0.0004262234,0.0003247912,0.00001881627,0.0001667788],"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":[0.00002680286,0.00007418402,0.007650833,0.02214181,0.0002625716,0.00004428494,0.01352214,0.0000205083,0.000005205095,0.00008598663,0.0004302989,0.9557354],"study_design_scores_gemma":[0.0003074918,0.00008999027,0.286189,0.05860477,0.0007602576,0.00005425146,0.0008036239,0.000006200651,0.00000179094,0.00006658214,0.6524688,0.0006472161],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01062153,0.9877088,0.00002870746,0.0004460469,0.00007589968,0.0005662568,0.0002065395,0.00001865718,0.0003275406],"genre_scores_gemma":[0.01585934,0.9830047,0.0006140257,0.0001044015,0.00004996063,0.00009807633,0.0001953751,0.00002647605,0.00004768467],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9550881,"threshold_uncertainty_score":0.9524861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06057688150849008,"score_gpt":0.3023027497075925,"score_spread":0.2417258681991024,"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."}}