{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003000966,0.0002670697,0.0002981736,0.000134819,0.0001569506,0.0004749113,0.0003725397,0.0003044844,0.00126126],"category_scores_gemma":[0.001026102,0.000299911,0.0001226101,0.0001445416,0.0002334847,0.0002164792,0.0001395768,0.0003120762,0.0003350408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002320775,"about_ca_system_score_gemma":0.000177094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376508,"about_ca_topic_score_gemma":0.002248561,"domain_scores_codex":[0.9996948,0.00005845332,0.0000277467,0.00004734723,0.000125593,0.00004607654],"domain_scores_gemma":[0.9995327,0.0002016425,0.00006263056,0.0000349429,0.0001359853,0.00003207483],"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":[0.0004476442,0.00002660437,0.0003993671,0.00006263932,0.00001089629,0.00006645555,0.00004927914,0.0001976989,0.9971728,0.00004731696,0.00003862509,0.00148051],"study_design_scores_gemma":[0.00001566611,0.0002844355,0.002560725,0.000003263713,0.0000178702,0.00004757734,0.00003738828,0.0009146011,0.99563,0.00001729695,0.0004657631,0.000005381662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99707,0.0005721795,0.0005274047,0.00003612304,0.00003682599,0.00001306676,0.00007750516,0.00002127718,0.001645616],"genre_scores_gemma":[0.9982212,0.0002732512,0.0004672341,0.00002613973,0.00001119492,0.000006950238,0.00007462183,0.00001904495,0.000900364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001376508,"threshold_uncertainty_score":0.004219353,"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."}}