{"id":"W2081884306","doi":"10.1016/s0010-938x(03)00115-x","title":"Anodic oxidation of Ta/Fe alloys","year":2003,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Anodic Oxide Films and Nanostructures","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Microstructural Sciences","funders":"Engineering and Physical Sciences Research Council","keywords":"X-ray photoelectron spectroscopy; Materials science; Alloy; Tantalum; Anodizing; Amorphous solid; Transmission electron microscopy; Corrosion; Metallurgy; Analytical Chemistry (journal); Sputtering; Spectroscopy; Electrolyte; Thin film; Chemical engineering; Chemistry; Aluminium; Electrode; Crystallography; Nanotechnology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009060526,0.00009240146,0.0001346952,0.0001189113,0.0002370886,0.00006233557,0.0004158874,0.00004308785,0.0009827627],"category_scores_gemma":[0.0005580473,0.00007139623,0.00003282411,0.0006358675,0.0006763003,0.0004137064,0.00007392238,0.00004633831,0.0001338495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002872389,"about_ca_system_score_gemma":0.0002257834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002121971,"about_ca_topic_score_gemma":0.000003224114,"domain_scores_codex":[0.9985268,0.00004313658,0.0002422424,0.0003327487,0.0005943609,0.0002606852],"domain_scores_gemma":[0.9991801,0.00004192799,0.0001618751,0.000328454,0.0001809401,0.000106742],"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":[0.000005290399,0.00001347753,0.0009548274,0.000004496109,6.477523e-8,7.376917e-7,0.00008911065,0.0000121228,0.9925838,0.005392794,0.0004525628,0.0004907632],"study_design_scores_gemma":[0.0001322116,0.00005513276,0.004918358,0.00001657525,0.000002894209,0.000009257757,0.00007391232,0.0000501751,0.9911031,0.0009214699,0.002625578,0.00009134703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911472,0.0001001363,0.004349291,0.00002925271,0.0008668043,0.0000967919,0.000005027124,0.00003432643,0.003371126],"genre_scores_gemma":[0.9957623,0.0000170536,0.003700495,0.0001197502,0.00001452509,0.0000029428,9.617875e-7,0.000005084729,0.0003768964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004615046,"threshold_uncertainty_score":0.9999305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419938685406378,"score_gpt":0.2572787309872936,"score_spread":0.2430793441332299,"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."}}