{"id":"W560768712","doi":"10.1007/s11668-015-9973-0","title":"Corrosion Failure of Aluminum Heat Exchanger Tubes","year":2015,"lang":"en","type":"article","venue":"Journal of Failure Analysis and Prevention","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Materials science; Corrosion; Heat exchanger; Metallurgy; Chloride; Inlet; Tube (container); Composite material; Coating; Condensation; Aluminium","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":[0.0004387684,0.0001333529,0.0004305791,0.0003710747,0.00002575509,0.00003713439,0.0001045702,0.00009903159,0.00008277359],"category_scores_gemma":[0.00002592318,0.0001010776,0.0002646201,0.0004060269,0.00003794056,0.0003222085,0.00002593903,0.0001535295,0.000001906993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003859562,"about_ca_system_score_gemma":0.00002294471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001610631,"about_ca_topic_score_gemma":0.0001829552,"domain_scores_codex":[0.9989691,0.00006240662,0.000492233,0.00008813234,0.0002692644,0.0001188334],"domain_scores_gemma":[0.9993686,0.00001662999,0.0001141293,0.0001260018,0.0002714813,0.0001031571],"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":[0.0001746012,0.00009053712,0.04585752,0.0003536682,0.003332042,0.0000230731,0.004773242,0.02622255,0.8790299,0.00005033589,0.0257807,0.01431185],"study_design_scores_gemma":[0.007432723,0.003129367,0.05557099,0.001438098,0.02304543,0.001033946,0.0122678,0.03671366,0.7780606,0.00543397,0.07365733,0.002216057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715325,0.00413507,0.02382351,0.0001866555,0.0001620648,0.00006487523,0.000004761924,0.00001556818,0.00007498031],"genre_scores_gemma":[0.9953538,0.0001822464,0.004171799,0.00000834093,0.0001263024,0.000001029304,0.000007952073,0.00001342175,0.0001350711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1009692,"threshold_uncertainty_score":0.4121823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310622573790983,"score_gpt":0.2250159027190303,"score_spread":0.2119096769811205,"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."}}