{"id":"W1988371753","doi":"10.1134/s2070205113010036","title":"Photocathodic protection of 316L stainless steel by coating of anatase nanoparticles","year":2013,"lang":"en","type":"article","venue":"Protection of Metals and Physical Chemistry of Surfaces","topic":"Gas Sensing Nanomaterials and Sensors","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Tafel equation; Anatase; Materials science; Coating; Corrosion; Chemical engineering; Nanostructure; Nanoparticle; Electrochemistry; Dip-coating; Photocatalysis; Metallurgy; Nanotechnology; Composite material; Catalysis; Chemistry; Electrode; Organic chemistry","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":[0.0001391079,0.0001212818,0.0003752556,0.00001808996,0.00002557942,0.000009007143,0.00004829273,0.00006072174,0.00002207218],"category_scores_gemma":[0.00003855551,0.0001078035,0.00005670888,0.0001146207,0.0001332996,0.00009155149,0.00001631999,0.00006510788,4.110292e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006855282,"about_ca_system_score_gemma":0.000006569992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003760616,"about_ca_topic_score_gemma":6.204023e-7,"domain_scores_codex":[0.9992185,0.00003253163,0.0003614891,0.0001210763,0.0001575195,0.0001088632],"domain_scores_gemma":[0.9994746,0.00003413409,0.0002209514,0.0001109182,0.0001206863,0.00003875176],"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":[0.0000225904,0.00007740733,0.00002153666,0.001566169,0.000033021,6.756643e-8,0.0001815962,0.002731759,0.9941597,0.000002460585,0.000005324479,0.001198348],"study_design_scores_gemma":[0.000218788,0.00007999841,0.0002665603,0.00009535871,0.00002362676,0.000001230205,0.0002440488,0.02170128,0.9771503,0.0001194135,0.00001022809,0.00008913859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990835,0.000251465,0.0001491204,0.000009382902,0.00002011213,0.000364729,0.0000523236,0.00002558383,0.00004377244],"genre_scores_gemma":[0.9996271,0.00002453721,0.000284296,3.756293e-7,0.00001305182,0.00002111307,0.000003779964,0.00001214144,0.00001366017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01896952,"threshold_uncertainty_score":0.4396098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338987592055828,"score_gpt":0.2044693593491224,"score_spread":0.1910794834285641,"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."}}