{"id":"W2602439858","doi":"10.1016/j.matdes.2017.03.062","title":"Fabricating protective epoxy-silica/CeO2 films for steel: Correlating physical barrier properties with material content","year":2017,"lang":"en","type":"article","venue":"Materials & Design","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Canada Research Chairs","keywords":"Materials science; Coating; Epoxy; Dielectric spectroscopy; Composite material; Corrosion; Microstructure; Leaching (pedology); Ionic bonding; Chemical engineering; Electrochemistry; Ion; Electrode; Organic chemistry","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008039895,0.0003512978,0.0005390459,0.0000460928,0.001291016,0.001219956,0.0004412409,0.0001167075,0.0005076446],"category_scores_gemma":[0.0003803466,0.0002473522,0.00007524028,0.00003311663,0.0002820236,0.0006999378,0.0001743344,0.00008328119,0.000105039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006811068,"about_ca_system_score_gemma":0.0001110358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001897811,"about_ca_topic_score_gemma":0.000005279097,"domain_scores_codex":[0.9977438,0.0002506758,0.0004791465,0.0006343296,0.0003579588,0.0005340615],"domain_scores_gemma":[0.9982216,0.00008213213,0.0006230929,0.0006739934,0.0002820036,0.0001171356],"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":[0.001172198,0.00007754094,0.00004216171,0.00007362535,0.000003785583,0.000005367535,0.0008477687,0.00003854395,0.99695,0.0001660387,0.0001507425,0.0004721975],"study_design_scores_gemma":[0.000928638,0.0007924572,0.0005384061,0.0002825856,0.00006657273,0.00002100417,0.0003849629,0.0002595767,0.9960322,0.0002485153,0.00004681837,0.000398302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740105,0.000008298921,0.02139619,0.00007732507,0.001067468,0.002900383,0.0002624922,0.0002008075,0.00007649178],"genre_scores_gemma":[0.990836,7.319289e-7,0.006255749,0.00004218545,0.0004315669,0.00202591,0.00002099364,0.00007265544,0.0003142175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01682544,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09952067925223419,"score_gpt":0.2769784501581528,"score_spread":0.1774577709059186,"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."}}