{"id":"W3138597619","doi":"10.1007/s11665-021-05616-4","title":"Internal Corrosion of Warm Formed Aluminum Alloy Automotive Heat Exchangers","year":2021,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dana (Canada); University of Waterloo; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Brazing; Corrosion; Metallurgy; Microstructure; Coolant; Aluminium; Alloy; Heat exchanger; Polarization (electrochemistry); Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002200096,0.0001701741,0.0003801943,0.0001057691,0.00002394904,0.00003758859,0.0001131403,0.00007809129,0.00006490111],"category_scores_gemma":[0.00003923561,0.000143334,0.00005074165,0.00007421043,0.00003032387,0.0002629235,0.00004516365,0.0001494541,0.00000184266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005212451,"about_ca_system_score_gemma":0.00002571104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003602109,"about_ca_topic_score_gemma":7.288157e-7,"domain_scores_codex":[0.9990814,0.00001294705,0.0004691089,0.00007954959,0.0001600497,0.0001969048],"domain_scores_gemma":[0.9995555,0.00002538767,0.00008418231,0.00009828804,0.000165194,0.00007146138],"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":[0.00005991134,0.000009111318,0.000205219,0.0006174221,0.00004805603,0.00001665668,0.0008002575,0.02493404,0.9725447,0.000003032299,0.0001645496,0.0005970492],"study_design_scores_gemma":[0.0004040396,0.0001802798,0.002757002,0.000541863,0.00002898729,0.0006186243,0.00007456596,0.009724326,0.9847137,0.00000300815,0.0008015106,0.0001520744],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958392,0.001458409,0.000789879,0.00002093373,0.001761089,0.00004212362,0.00001304751,0.00003629627,0.00003903605],"genre_scores_gemma":[0.9967123,0.001315821,0.001651824,0.00001313769,0.0002201982,0.000001711031,0.000003004154,0.00003252246,0.0000494677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01520972,"threshold_uncertainty_score":0.5844991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00669525220365688,"score_gpt":0.1831396659698916,"score_spread":0.1764444137662347,"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."}}