{"id":"W3174667312","doi":"10.1149/2.f04212if","title":"The Chalkboard: A Positive Spin on Corrosion Measurements: The Rotating Ring-Disk Electrode","year":2021,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Rotating ring-disk electrode; Electrode; Rotating disk electrode; Electrochemistry; Ring (chemistry); Spin (aerodynamics); Corrosion; Chemistry; Analytical Chemistry (journal); Physical chemistry; Physics; Thermodynamics; Cyclic voltammetry; Organic chemistry; Electrocatalyst","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008792108,0.0002433718,0.0001784233,0.0000053691,0.001316063,0.0002084149,0.0005816161,0.00009910406,0.0001559349],"category_scores_gemma":[0.0002618,0.0001224371,0.0002714625,0.0002656936,0.000229805,0.00009031314,0.0002194171,0.0006847818,0.0001405699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819335,"about_ca_system_score_gemma":0.00007268455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001598464,"about_ca_topic_score_gemma":0.00001438781,"domain_scores_codex":[0.997685,0.0002762427,0.0003223448,0.0004321142,0.0006504214,0.0006338634],"domain_scores_gemma":[0.9985958,0.0004179962,0.0001594628,0.0005235,0.0002372463,0.00006604042],"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":[0.0001024768,0.0000723353,0.0000172128,0.000003793254,0.000004805262,4.178743e-7,0.00103275,0.00001560089,0.9954583,0.0002211735,0.002619647,0.0004514705],"study_design_scores_gemma":[0.0002639942,0.0001825728,0.00005989571,0.00008587721,0.00004257457,0.00002394473,0.0007768261,0.0008590135,0.9966974,0.0004022379,0.0004392632,0.000166402],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705032,0.001143167,0.0178771,0.008850981,0.0003507123,0.0004591705,0.000008828389,0.0001268256,0.0006800727],"genre_scores_gemma":[0.9973149,0.00009458449,0.0001952691,0.001514151,0.0001801914,0.00008854864,0.00001042818,0.00002634817,0.0005755966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02681174,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879817109567868,"score_gpt":0.2817782308923812,"score_spread":0.2629800597967026,"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."}}