{"id":"W2027046862","doi":"10.1115/ipc2008-64517","title":"Effects of Millscale on Corrosion of ASTM A 36 Steel in 3% NaCl","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Pickling; Materials science; Metallurgy; Polarization (electrochemistry); Abrasion (mechanical); Oxide; Mill scale; Layer (electronics); Composite material; Chemistry","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":[0.0002762967,0.000369904,0.0003300442,0.0001302823,0.0002144798,0.0003524171,0.0002648669,0.0003792795,0.001659362],"category_scores_gemma":[0.0006677076,0.0002417433,0.0002563718,0.0002219385,0.0002125438,0.0002964575,0.0002513262,0.0006390559,0.0003144074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905553,"about_ca_system_score_gemma":0.0001930136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935465,"about_ca_topic_score_gemma":0.005796684,"domain_scores_codex":[0.9995427,0.00007991056,0.00004506159,0.00006155326,0.0002021482,0.00006858815],"domain_scores_gemma":[0.999245,0.0002081457,0.000143417,0.00007083113,0.0002749657,0.00005766762],"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":[0.0003997338,0.00005887426,0.0004933898,0.00007370435,0.00001269048,0.00007928512,0.00009302446,0.0002050372,0.9967476,0.00001950713,0.00007655079,0.001740633],"study_design_scores_gemma":[0.000008035555,0.0007779746,0.003960846,0.000004499995,0.00001146039,0.00004679833,0.00006117317,0.0003562707,0.9942997,0.000006866341,0.0004589652,0.000007295233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980551,0.0003655572,0.0003165955,0.00005515211,0.00001643741,0.00001404495,0.0001375165,0.00002893323,0.001010732],"genre_scores_gemma":[0.9972923,0.0004466289,0.0007786807,0.00005963554,0.000008456731,0.000007236185,0.0001543392,0.00001498083,0.001237785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002935465,"threshold_uncertainty_score":0.005836785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394428006704495,"score_gpt":0.2463161300280342,"score_spread":0.2323718499609893,"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."}}