{"id":"W288263944","doi":"10.5006/c2009-09119","title":"An Electrochemical Impedance Spectroscopy (EIS) Based Above-Ground Technique for Determining Coating Condition","year":2009,"lang":"en","type":"article","venue":"","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada); Nova Chemicals (Canada)","funders":"","keywords":"Dielectric spectroscopy; Materials science; Electrical impedance; Coating; Electrochemistry; Spectroscopy; Corrosion; Analytical Chemistry (journal); Metallurgy; Composite material; Electrical engineering; Electrode; Chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002276397,0.0004366227,0.0003342901,0.0006585945,0.0001492716,0.0003077278,0.0003265086,0.000537544,0.0007827966],"category_scores_gemma":[0.000707758,0.0001748683,0.0001692314,0.0004654258,0.0002251699,0.0004322322,0.0002209023,0.0003823256,0.0003012688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345327,"about_ca_system_score_gemma":0.0001200928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006926958,"about_ca_topic_score_gemma":0.001394651,"domain_scores_codex":[0.9996212,0.0000517865,0.00002682076,0.00007194248,0.0002012826,0.00002702793],"domain_scores_gemma":[0.999639,0.0001078578,0.00006508907,0.00003062171,0.0001376975,0.00001966211],"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":[0.00006375854,0.00001804961,0.002938366,0.0000557376,0.000009039296,0.00004857007,0.00004607749,0.0002063807,0.9847609,0.00004242752,0.00004868349,0.0117621],"study_design_scores_gemma":[0.000008728955,0.0003534025,0.03612746,0.00001143122,0.00004141863,0.0003711073,0.000213901,0.008771786,0.9526281,0.0001161794,0.001334909,0.00002153238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8727952,0.0009399677,0.1236402,0.0001042699,0.0001016393,0.00006892521,0.0004267108,0.0003293977,0.0015937],"genre_scores_gemma":[0.9642023,0.0005583198,0.03375203,0.00004904967,0.00002113283,0.00003517015,0.0001817933,0.00001422336,0.001185932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007827966,"threshold_uncertainty_score":0.00261867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006283098164475804,"score_gpt":0.2538133445285138,"score_spread":0.247530246364038,"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."}}