{"id":"W2036536044","doi":"10.3141/2053-02","title":"Evaluating Climate Change Impact on Low-Volume Roads in Southern Canada","year":2008,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of Waterloo","funders":"","keywords":"Culvert; Climate change; Rut; Environmental science; Subbase; Civil engineering; Asphalt; Engineering; Geography; Geotechnical engineering; Geology","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":[0.0004986922,0.0002987398,0.0002303024,0.001049257,0.001418125,0.001069785,0.0007505142,0.000287991,0.001044836],"category_scores_gemma":[0.001479616,0.0001453399,0.0004170682,0.00267087,0.000559584,0.0003309062,0.000551503,0.0003255122,0.0001133785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02953696,"about_ca_system_score_gemma":0.02162465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956236,"about_ca_topic_score_gemma":0.9978504,"domain_scores_codex":[0.9994155,0.00005286687,0.00001808116,0.00007643821,0.000232119,0.0002049514],"domain_scores_gemma":[0.9986027,0.0001119613,0.0001328418,0.00003767556,0.0009209675,0.0001939091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001217397,0.00006998332,0.9668971,0.0000686203,0.0001047678,0.0002843891,0.0008975096,0.01387372,0.001592982,0.0004365861,0.001428484,0.01422398],"study_design_scores_gemma":[0.000004140226,0.00001727086,0.9919607,0.000009474235,0.00002209449,0.00001876616,0.001379932,0.00499035,0.0002691377,0.00004987539,0.001266059,0.00001203577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942769,0.0001561325,0.0001888203,0.0001446903,0.000005257933,0.00002829174,0.00278925,0.00002772461,0.002382871],"genre_scores_gemma":[0.997299,0.0001612054,0.0002983356,0.0000296044,0.000002349424,0.00001119523,0.001451913,0.000005718696,0.0007406731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02953696,"threshold_uncertainty_score":0.2143067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583117522499412,"score_gpt":0.4098120634054742,"score_spread":0.251500311155533,"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."}}