{"id":"W4386084788","doi":"10.1039/d3sm00505d","title":"Cathodic electrodeposition of organic nanocomposite coatings reinforced with cellulose nanocrystals","year":2023,"lang":"en","type":"article","venue":"Soft Matter","topic":"Electrophoretic Deposition in Materials Science","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; FPInnovations","funders":"Natural Resources Canada; British Columbia Ministry of Agriculture and Lands","keywords":"Materials science; Electrophoretic deposition; Nanocomposite; Cathodic protection; Polymer; Chemical engineering; Epoxy; Adhesion; Polyacrylic acid; Zeta potential; Nanoparticle; Composite material; Coating; Nanotechnology; Anode; Electrode; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001575423,0.0001572675,0.0001908547,0.0001386783,0.00005758544,0.00005323778,0.0001747136,0.00005867057,0.0003452677],"category_scores_gemma":[0.000005733104,0.0001423958,0.00003280422,0.0005909949,0.0000743596,0.0001354088,0.0000293133,0.00008883508,0.0006527443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005248861,"about_ca_system_score_gemma":0.00002072231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060963,"about_ca_topic_score_gemma":0.00000169421,"domain_scores_codex":[0.9988905,0.00002886499,0.0002846199,0.0001858514,0.0002527273,0.000357399],"domain_scores_gemma":[0.9995345,0.00004392347,0.00006994303,0.0002360046,0.00006070825,0.00005494656],"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":[0.00001318851,0.000003102128,0.0003092712,0.000131774,0.000006954118,0.000009954666,0.0002654406,0.00164126,0.9950197,0.00006082649,0.002521792,0.00001672196],"study_design_scores_gemma":[0.0001863394,0.00009526047,0.0007771843,0.00007388924,0.00001603339,0.00006297605,0.00001191319,0.002782822,0.9956594,0.000111684,0.00004174693,0.0001807941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722781,0.0000271771,0.02564436,0.0001059065,0.0001264791,0.0001946739,0.000005215535,0.0004594045,0.00115868],"genre_scores_gemma":[0.99751,0.000009892356,0.001450328,0.0001387856,0.0000306965,0.00003332085,0.00003173506,0.00005042911,0.0007447846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02523192,"threshold_uncertainty_score":0.8389925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003524404189555777,"score_gpt":0.186162135557706,"score_spread":0.1826377313681503,"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."}}