{"id":"W4312081218","doi":"10.1007/s11998-022-00719-6","title":"Anticorrosive properties of the double-layer PANI-(graphene oxide)/epoxy coating in protecting carbon steel in saltwater","year":2022,"lang":"en","type":"article","venue":"Journal of Coatings Technology and Research","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Qatar National Research Fund","keywords":"Materials science; Epoxy; Coating; Polyaniline; Composite material; Oxide; Carbon steel; Corrosion; Graphene; Layer (electronics); Electrolyte; Scanning electron microscope; Chemical engineering; Metallurgy; Electrode; Nanotechnology; Polymer","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":[],"consensus_categories":[],"category_scores_codex":[0.003493861,0.00007416407,0.0002211849,0.0007235362,0.0004102835,0.00002576644,0.0004307856,0.00007539997,0.00001089279],"category_scores_gemma":[0.0003450345,0.00004845602,0.00003094547,0.001312144,0.0004066678,0.00007152251,0.0004393605,0.001333548,2.025137e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005798966,"about_ca_system_score_gemma":0.0001664089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004579539,"about_ca_topic_score_gemma":0.0001056048,"domain_scores_codex":[0.9983447,0.0002702128,0.0005222448,0.0001593896,0.0004126841,0.0002907811],"domain_scores_gemma":[0.9991097,0.0001220874,0.0003784913,0.0001709892,0.0001971383,0.00002157086],"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":[0.0000638891,0.0000641576,0.03300266,0.00003543918,0.000002265593,0.0000061877,0.001731895,0.00005910069,0.964296,0.0004351399,0.000003378637,0.0002998436],"study_design_scores_gemma":[0.0005714966,0.0001453393,0.00207458,0.000195087,0.000003581085,0.0001006333,0.01102294,0.00004038907,0.9847856,0.0009666607,0.00003721466,0.00005647253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962018,0.000558526,0.000003372035,0.002717553,0.00006604883,0.0003701616,8.430645e-7,0.000009272642,0.00007249262],"genre_scores_gemma":[0.9996221,0.00001355375,0.0001995674,0.00001270744,0.00001537393,0.00007435845,4.807863e-8,0.000008817749,0.00005344355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03092808,"threshold_uncertainty_score":0.5793678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06926224553789406,"score_gpt":0.323867542234183,"score_spread":0.254605296696289,"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."}}