{"id":"W2394894771","doi":"10.5006/1995","title":"Corrosion Assessment of a Lead-Based Composite in Sulfuric Acid Electrolytes","year":2016,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dielectric spectroscopy; Sulfuric acid; Cyclic voltammetry; Corrosion; Electrolyte; Materials science; Linear sweep voltammetry; Electrochemistry; Polarization (electrochemistry); Scanning electron microscope; Manganese; Alloy; Inorganic chemistry; Anode; Electrode; Metallurgy; Chemistry; 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":[0.0004387201,0.000205261,0.0003266022,0.0002355231,0.00009151357,0.00003038509,0.0002281359,0.0001171222,0.0005384326],"category_scores_gemma":[0.00004668292,0.0001372438,0.0001009259,0.0003161489,0.0001081737,0.0002625395,0.00008753574,0.0001042756,0.0001041643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002007525,"about_ca_system_score_gemma":0.0001049944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001629594,"about_ca_topic_score_gemma":0.0000325758,"domain_scores_codex":[0.9981275,0.0001535308,0.0005047632,0.0004136211,0.0004448407,0.0003556965],"domain_scores_gemma":[0.999052,0.0001372074,0.0002276196,0.0003798353,0.000127726,0.00007561252],"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":[0.0001394563,0.0002644734,0.02336066,0.00002144582,2.474399e-8,0.00000443412,0.00002467007,0.00001769183,0.9744912,0.0001041623,0.0002336911,0.001338113],"study_design_scores_gemma":[0.001423139,0.0004384927,0.01732402,0.0004463041,0.00001208833,0.000004287582,0.00001211883,0.0006581406,0.9793153,0.0001103343,0.00006041389,0.0001954075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8914872,0.00007289509,0.1073089,0.0001857243,0.0003941908,0.0002755645,0.00003280061,0.00008119919,0.0001615189],"genre_scores_gemma":[0.9983619,0.00002835739,0.001271617,0.00009816189,0.00002912536,0.00004531622,0.00002274228,0.00002203801,0.0001207365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068747,"threshold_uncertainty_score":0.5895459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578748523190727,"score_gpt":0.2807706870059485,"score_spread":0.2649832017740413,"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."}}