{"id":"W2164069207","doi":"10.5006/1.3278387","title":"Enhancement of Localized Corrosion in Aluminum Alloys by Weak Acids","year":2007,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Corrosion; Aluminium; Materials science; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00104221,0.0002155727,0.0003299344,0.0001596978,0.00009229289,0.00002740813,0.0002360763,0.0001693906,0.001634505],"category_scores_gemma":[0.00005836516,0.0001912174,0.00008635543,0.0003251158,0.0001216326,0.0002347929,0.0001494573,0.0001399819,0.0002073641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588269,"about_ca_system_score_gemma":0.0000364672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008677845,"about_ca_topic_score_gemma":0.00008532762,"domain_scores_codex":[0.9977853,0.00007529045,0.0007284482,0.0004318183,0.0005451768,0.0004339231],"domain_scores_gemma":[0.9990864,0.00007478932,0.0002300272,0.0003664225,0.0001115766,0.0001308104],"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":[0.0002970014,0.0003413673,0.003427011,0.00002234345,2.736448e-8,0.000003054339,0.0001912732,0.000003674437,0.9881546,0.00005002289,0.006206988,0.001302643],"study_design_scores_gemma":[0.001129796,0.0003368833,0.0007280614,0.0002114202,0.00001044898,0.000004382339,0.0002396466,0.0001346363,0.9921709,0.00004898131,0.004768517,0.0002162765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881569,0.000180627,0.1156582,0.00004335748,0.001322823,0.0003545541,0.00002344682,0.00005838168,0.0007896704],"genre_scores_gemma":[0.9980846,0.00007054556,0.0006258402,0.0001122665,0.00004688847,0.00002161912,0.00007818373,0.00002177372,0.0009382956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1165156,"threshold_uncertainty_score":0.9992781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453395267041776,"score_gpt":0.2701324784440009,"score_spread":0.2555985257735832,"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."}}