{"id":"W3012492774","doi":"10.22215/etd/2013-06807","title":"Studies of the use of electrochemical impedance spectroscopy to characterize and assess the performance of lacquers used to protect aluminum sheet and can ends","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Dielectric spectroscopy; Engineering; Materials science; Analytical Chemistry (journal); Humanities; Art; Chemistry; Electrochemistry; Electrode; Environmental chemistry; Physical 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":[0.0002170163,0.000196361,0.0004196173,0.00006442019,0.00007830083,0.00003608995,0.0001937828,0.00008866266,0.00006271223],"category_scores_gemma":[0.0001211288,0.0001109634,0.00004757982,0.0001765544,0.0001260822,0.0001366349,0.00009003743,0.0001188329,8.080397e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003533482,"about_ca_system_score_gemma":0.00007142801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001848328,"about_ca_topic_score_gemma":0.000458255,"domain_scores_codex":[0.9987428,0.00006561144,0.0004057082,0.000280151,0.0003173572,0.0001883986],"domain_scores_gemma":[0.9989799,0.00009004863,0.0003135791,0.0003058549,0.0002618132,0.00004880752],"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":[0.0001395196,0.00002281489,0.001140431,0.0002334215,0.000003208145,5.171024e-8,0.001852817,7.477827e-7,0.9963247,0.00001859324,0.000168938,0.00009478176],"study_design_scores_gemma":[0.0001168674,0.0003410285,0.02831097,0.0003241956,0.00004130701,0.000001752207,0.0006134176,0.00002051984,0.9700849,0.000003401186,0.00002132494,0.0001203355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985498,0.00003609586,0.00001331077,0.000137599,0.0001562776,0.001027502,0.00005229068,0.000009962496,0.00001717592],"genre_scores_gemma":[0.9987213,0.00008038407,0.000360539,0.0000543359,0.00001965948,0.0001764221,0.00001756087,0.00001494622,0.0005548339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02717054,"threshold_uncertainty_score":0.4524954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05762323407468856,"score_gpt":0.3064586747645022,"score_spread":0.2488354406898137,"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."}}