{"id":"W4384695513","doi":"10.22215/etd/2023-15592","title":"Evaluating Performance of Alternative Deicers for Winter Road Maintenance: Deicing and Corrosivity","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Brine; Penetration rate; Corrosion; Penetration test; Environmental engineering; Engineering; Environmental science; Geotechnical engineering; Metallurgy; Materials science; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008516832,0.0006416512,0.0007671816,0.0008662418,0.0003077874,0.0006395832,0.0007036405,0.0007088394,0.001357336],"category_scores_gemma":[0.001000226,0.0002448875,0.0006189576,0.0005431442,0.0001953634,0.0006657102,0.0004834939,0.0003915008,0.0003504892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984014,"about_ca_system_score_gemma":0.0001953663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132971,"about_ca_topic_score_gemma":0.003995036,"domain_scores_codex":[0.9993043,0.00006798168,0.00008533622,0.0001119195,0.0003373441,0.00009318332],"domain_scores_gemma":[0.9993227,0.0001428845,0.0001187567,0.00007900468,0.0002679894,0.00006866494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00257374,0.001021597,0.01421133,0.000957832,0.0001232681,0.0002953128,0.0003062726,0.01184371,0.9021854,0.0001516063,0.000249906,0.06608001],"study_design_scores_gemma":[0.00007621991,0.01478089,0.04214443,0.00005162444,0.0002928241,0.0003788122,0.0007678216,0.01132926,0.926293,0.0001018715,0.003728026,0.00005533616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977255,0.0003793559,0.0009903095,0.00001080027,0.00001065215,0.00004311543,0.00008678843,0.00001293646,0.000740387],"genre_scores_gemma":[0.9911835,0.0005595403,0.005853503,0.00001373178,0.000005842215,0.00003700057,0.000233758,0.00001592986,0.00209718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001357336,"threshold_uncertainty_score":0.004540801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554062842779893,"score_gpt":0.3102228810180674,"score_spread":0.2846822525902685,"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."}}