{"id":"W2033297950","doi":"10.5006/1.3278169","title":"Predicting Corrosion and Current Flow within a Disc Crevice on Coated Steels","year":2005,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Crevice corrosion; Corrosion; Cathodic protection; Materials science; Metallurgy; Coating; Diffusion; Composite material; Anode; Electrode; Chemistry; Thermodynamics","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":[0.0004567241,0.0002742294,0.0002649224,0.0001069936,0.0004257382,0.0001623988,0.0001612387,0.0001129468,0.0005031105],"category_scores_gemma":[0.0001125848,0.0002159041,0.00006317373,0.0001892107,0.00008806207,0.0004480534,0.0001753414,0.0002586794,0.0004219401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111594,"about_ca_system_score_gemma":0.00003453668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001251332,"about_ca_topic_score_gemma":0.00004179729,"domain_scores_codex":[0.9980056,0.0001237772,0.0004734285,0.0005832252,0.0004762985,0.0003376685],"domain_scores_gemma":[0.9990355,0.00008920268,0.0002146436,0.0003481317,0.0001089126,0.0002036498],"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":[0.0001429396,0.0001794238,0.002733953,0.00003213465,3.404211e-8,0.000002158006,0.0005268523,0.0003423057,0.9852323,0.00005172698,0.001259075,0.009497077],"study_design_scores_gemma":[0.001046639,0.0004497325,0.001594184,0.0009439837,0.00004109674,0.00002702958,0.0001502053,0.02614252,0.9660792,0.00003079044,0.003116247,0.0003783204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901848,0.0003648095,0.006573178,0.0001841518,0.001680983,0.000451591,0.00006738137,0.0002659484,0.0002271386],"genre_scores_gemma":[0.9985574,0.0001027898,0.0004547443,0.0002115011,0.0002565085,0.00004090252,0.00006715041,0.00003090299,0.0002780331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02580022,"threshold_uncertainty_score":0.8804315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543026381583372,"score_gpt":0.2800331052193936,"score_spread":0.2546028414035599,"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."}}