{"id":"W2340074571","doi":"","title":"VULNERABILITIES AND DESIGN CONSIDERATIONS FOR PAVEMENT INFRASTRUCTURE IN LIGHT OF CLIMATE CHANGE","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Permafrost; Environmental science; Frost heaving; Frost (temperature); Precipitation; Forensic engineering; Climatology; Geography; Engineering; Meteorology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002003197,0.000713286,0.0003990254,0.001924357,0.001123365,0.002737888,0.001061532,0.002187438,0.005207078],"category_scores_gemma":[0.004987362,0.0005731715,0.0006809813,0.0007277018,0.00173446,0.002783179,0.001892774,0.001319662,0.0005879993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934767,"about_ca_system_score_gemma":0.000991258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002681467,"about_ca_topic_score_gemma":0.004340214,"domain_scores_codex":[0.9982552,0.0005420603,0.00006393183,0.0001807122,0.0005588476,0.0003992376],"domain_scores_gemma":[0.9971576,0.001417617,0.000379578,0.0002476774,0.0005947197,0.0002028235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001422504,0.00008208316,0.02497107,0.0006156472,0.0001277689,0.003041387,0.001706112,0.4519298,0.009644437,0.4219282,0.008581537,0.07722964],"study_design_scores_gemma":[0.00001607693,0.0005692358,0.03355521,0.001113088,0.0002170012,0.004933352,0.008347857,0.2597471,0.005234215,0.5832312,0.1028305,0.0002053202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4678389,0.01662254,0.2500518,0.02512331,0.0004272489,0.0003111646,0.000737434,0.0005374558,0.2383502],"genre_scores_gemma":[0.9722249,0.004307752,0.01516442,0.0002561292,0.0001006172,0.00009899886,0.00008867255,0.00005810492,0.007700394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005207078,"threshold_uncertainty_score":0.01741946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577310907731065,"score_gpt":0.2238940918405612,"score_spread":0.2081209827632506,"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."}}