{"id":"W3142646794","doi":"10.4271/2021-01-0227","title":"Automotive Coolant Inhibitor Protection of an EV Cooling System Having Copper and Aluminum Heat Exchangers","year":2021,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dana (Canada)","funders":"","keywords":"Coolant; Heat exchanger; Automotive industry; Copper; Aluminium; Materials science; Nuclear engineering; Water cooling; Metallurgy; Mechanical engineering; Engineering; Aerospace engineering","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":[0.0002829743,0.000283335,0.0003395638,0.0002748519,0.0002105415,0.0002329448,0.0003970482,0.0002117408,0.001563468],"category_scores_gemma":[0.0004377991,0.0001443896,0.0001803883,0.0001243405,0.0001893056,0.0002618176,0.0001697947,0.000128625,0.000249476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657307,"about_ca_system_score_gemma":0.0002486081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567068,"about_ca_topic_score_gemma":0.001667324,"domain_scores_codex":[0.9998121,0.00003461702,0.00001067207,0.00003940973,0.00005279412,0.00005037703],"domain_scores_gemma":[0.9997266,0.00005816811,0.00004523454,0.00003144783,0.0001184793,0.00001996755],"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":[0.001428674,0.00009141688,0.005450618,0.000298618,0.00002936693,0.0003247484,0.0002352959,0.005048005,0.9667932,0.0001876969,0.00049146,0.01962094],"study_design_scores_gemma":[0.00003326407,0.002684434,0.01929437,0.00002366208,0.00007989335,0.0002356173,0.0001302641,0.01631595,0.9575947,0.00003143803,0.003560717,0.00001564525],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963903,0.0001757201,0.002549724,0.00001118296,0.00002274759,0.00002215967,0.00006891204,0.00007988213,0.0006793245],"genre_scores_gemma":[0.9977983,0.00006094731,0.001063441,0.000005545292,0.000003509748,0.000008975123,0.00006651321,0.00001141631,0.0009812613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001567068,"threshold_uncertainty_score":0.005230308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146119696720764,"score_gpt":0.2218835035004423,"score_spread":0.2104223065332347,"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."}}