{"id":"W1935853284","doi":"10.1139/l11-117","title":"Longevity of corrosion inhibitors and performance of liquid deicer products under field storage","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Washington State Department of Transportation; Montana State University; Washington State University; U.S. Department of Transportation","keywords":"Corrosion; Longevity; Field (mathematics); Forensic engineering; Environmental science; Materials science; Engineering; Composite material; Mathematics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004294016,0.0004798007,0.0004460416,0.0003069285,0.0002011313,0.0006408277,0.0003369424,0.0003703028,0.001296911],"category_scores_gemma":[0.0009247164,0.0001328245,0.0003085171,0.0002818424,0.0001671206,0.0005666998,0.0002411792,0.0005108117,0.0004697118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003086004,"about_ca_system_score_gemma":0.0002139263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684455,"about_ca_topic_score_gemma":0.002096795,"domain_scores_codex":[0.9995938,0.00004371914,0.00004641321,0.0000982699,0.0001494259,0.00006837953],"domain_scores_gemma":[0.9992239,0.00008999659,0.0002363813,0.00006506365,0.0003105239,0.00007414505],"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":[0.0004107254,0.00003644771,0.00128479,0.0000910218,0.00001560954,0.00007406593,0.00005623896,0.0001896448,0.9940719,0.0000293661,0.00004604901,0.003694067],"study_design_scores_gemma":[0.000003737171,0.0006036368,0.004162442,0.00001110423,0.00003119909,0.00009680048,0.00006895512,0.0003996114,0.9933422,0.000009272658,0.001260984,0.00001012509],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959897,0.001203889,0.001384022,0.00002713852,0.00001599511,0.0000188495,0.0003330827,0.00004113769,0.0009861834],"genre_scores_gemma":[0.9940989,0.0006605388,0.001724428,0.00002443254,0.000006925768,0.00001900005,0.0006286667,0.00004186627,0.002795266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001684455,"threshold_uncertainty_score":0.004338562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005754950075319959,"score_gpt":0.1678636862224469,"score_spread":0.1621087361471269,"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."}}