{"id":"W3115485218","doi":"10.1109/pesgm41954.2020.9281862","title":"Electrochemical Method on the Optimum Cathodic Protection Potential of Grounding Grid in High Resistivity Soil","year":2020,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cathodic protection; Ground; Soil resistivity; Corrosion; Grid; Polarization (electrochemistry); Materials science; Electrical engineering; Electrochemistry; Electrical resistivity and conductivity; Electrical impedance; Dielectric spectroscopy; Engineering; Composite material; Chemistry; Geology; Electrode","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":[0.0004344547,0.00008355491,0.0001157676,0.0000193102,0.00006165923,0.00001554601,0.0001183944,0.00005502654,0.0004254398],"category_scores_gemma":[0.0001305985,0.00006071789,0.00003494233,0.0002240256,0.00007930771,0.00008883772,0.00008298006,0.0001319675,0.00005579606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001245678,"about_ca_system_score_gemma":0.000007051442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498559,"about_ca_topic_score_gemma":0.0001015276,"domain_scores_codex":[0.9990317,0.0001957499,0.0001730253,0.0002354488,0.0002134345,0.0001506846],"domain_scores_gemma":[0.9997278,0.00004447299,0.00007254116,0.0001163549,0.000003433877,0.00003533717],"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":[0.0001211687,0.00002060517,0.00224913,0.000005678176,0.000002172519,9.296799e-7,0.00004430475,0.0002800633,0.9963124,0.000340036,0.00005940478,0.0005640457],"study_design_scores_gemma":[0.0002100827,0.0001197286,0.07016963,0.000006502858,0.000009009535,0.000009973529,0.00004189181,0.003059347,0.925258,0.0009729885,0.00005093308,0.00009189134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470928,8.310553e-7,0.05065569,0.001418899,0.0001599307,0.0002300624,0.000001304374,0.00003074051,0.0004098046],"genre_scores_gemma":[0.9917663,0.000001140304,0.007989099,0.0001054051,0.00009637805,0.00002419792,0.000001832589,0.000007089988,0.000008571008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07105444,"threshold_uncertainty_score":0.4658267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461781899723263,"score_gpt":0.2249092988796163,"score_spread":0.2102914798823837,"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."}}