{"id":"W4229062664","doi":"10.1016/j.corsci.2022.110361","title":"Influence of stoichiometry on the corrosion response of titanium oxide coatings produced by plasma electrolytic oxidation","year":2022,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; McMaster University","keywords":"Dielectric spectroscopy; Oxide; Corrosion; Materials science; Electrolyte; Plasma electrolytic oxidation; Coating; Inorganic chemistry; Electrochemistry; Titanium; Permeation; Adsorption; Chemical engineering; Metallurgy; Chemistry; Electrode; Composite material; Membrane","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004811866,0.000181682,0.000248493,0.0003881098,0.0009610695,0.00006059984,0.001011508,0.00004249475,0.0002731334],"category_scores_gemma":[0.001907554,0.0001384579,0.00006760205,0.002487802,0.0006972454,0.0004612076,0.000459231,0.000250684,0.00003917754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002467531,"about_ca_system_score_gemma":0.0003482103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002844612,"about_ca_topic_score_gemma":0.000001092469,"domain_scores_codex":[0.9960909,0.0003957524,0.0006151012,0.0006242557,0.001896747,0.0003771776],"domain_scores_gemma":[0.9974821,0.0005923876,0.0006690047,0.0007411782,0.0004191635,0.00009621136],"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":[0.001040179,0.0001661697,0.0005591309,0.000009211744,5.078372e-8,6.42226e-7,0.0002453667,0.001339405,0.995589,0.0003040441,0.0006768798,0.0000699353],"study_design_scores_gemma":[0.0002924961,0.001400443,0.003001914,0.00005988248,0.000009509154,0.00001027791,0.0003324817,0.0007332661,0.9938789,0.00003612804,0.00009021308,0.0001545064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998172,0.00001738708,0.0006202637,0.0002358833,0.0003114849,0.0004885691,0.00006797955,0.00005192214,0.00003449777],"genre_scores_gemma":[0.9994204,0.000005739451,0.0001027844,0.0002258628,0.000007635151,0.00007526238,0.000006711276,0.00001488716,0.0001406951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002904313,"threshold_uncertainty_score":0.7391867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465490907797444,"score_gpt":0.2604897925772145,"score_spread":0.2458348834992401,"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."}}