{"id":"W4293214887","doi":"10.2139/ssrn.4197935","title":"Mechanism of Titanium Electrochemical Oxidation Via Isotopic Labeling, High Resolution Ion Depth Profiling, and Impedance Spectroscopy","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Dielectric spectroscopy; Profiling (computer programming); Titanium; Materials science; Electrochemistry; Ion; Spectroscopy; Mechanism (biology); Electrical impedance; High resolution; Analytical Chemistry (journal); Chemistry; Electrode; Computer science; Metallurgy; Geology; Chromatography; Physical chemistry; Remote sensing; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003959308,0.0003708122,0.0002646342,0.0002616125,0.0002653418,0.0005630637,0.00133779,0.0008096235,0.001612085],"category_scores_gemma":[0.0003739156,0.0002633038,0.0003156147,0.0001529205,0.0004994012,0.0005995581,0.0003241799,0.0006376572,0.0005203918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007800277,"about_ca_system_score_gemma":0.0003437413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352753,"about_ca_topic_score_gemma":0.001783699,"domain_scores_codex":[0.9997494,0.00002637873,0.00001045613,0.00005854593,0.00009341625,0.00006179822],"domain_scores_gemma":[0.9999044,0.00002650969,0.00002087865,0.00001279609,0.00002580162,0.000009666753],"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":[0.0002275442,0.00004623581,0.0007832584,0.0001817503,0.00002804638,0.0002194045,0.0001035603,0.0006157518,0.9793838,0.007194554,0.0006220053,0.01059423],"study_design_scores_gemma":[0.00001366392,0.0001066236,0.0009146206,0.00000449259,0.00001325399,0.0001970655,0.00004755987,0.006497296,0.9885256,0.0006455789,0.003023741,0.00001063325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8420476,0.004154634,0.1316227,0.002223308,0.0004175447,0.0003921311,0.0009333981,0.000757102,0.01745153],"genre_scores_gemma":[0.9863611,0.0006933847,0.007459498,0.0001399593,0.0000140883,0.00004297789,0.0002114038,0.00001526289,0.005062206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001612085,"threshold_uncertainty_score":0.005659521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007705538895693384,"score_gpt":0.2448356296093154,"score_spread":0.237130090713622,"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."}}