{"id":"W4409499421","doi":"10.5006/mecc2023-20192","title":"Galvanic Corrosion Protection of Reinforced Concrete Structures","year":2023,"lang":"en","type":"article","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Galvanic cell; Galvanic corrosion; Reinforced concrete; Galvanic anode; Materials science; Cathodic protection; Metallurgy; Forensic engineering; Composite material; Engineering; Electrochemistry; Electrode; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002297018,0.0003082916,0.0001567451,0.0003812686,0.0001676708,0.0002504959,0.0003272325,0.0003119183,0.0007372522],"category_scores_gemma":[0.0004434262,0.0001400876,0.000158815,0.0001430659,0.0002034708,0.0002158234,0.0002600014,0.0002026545,0.0002447036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104033,"about_ca_system_score_gemma":0.0001713565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563362,"about_ca_topic_score_gemma":0.002167618,"domain_scores_codex":[0.999728,0.00004443629,0.00001149454,0.00003608172,0.0001364006,0.00004354133],"domain_scores_gemma":[0.9996736,0.00004173344,0.00008760682,0.00004215681,0.0001160072,0.0000390206],"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":[0.0001372633,0.00006407924,0.005526348,0.00008684403,0.00001863906,0.000196205,0.0001879154,0.007979903,0.9583998,0.0001413146,0.0002248933,0.02703685],"study_design_scores_gemma":[0.00002212857,0.001798106,0.03551072,0.00003012693,0.00002394879,0.0005009628,0.00009532535,0.0117357,0.9465014,0.0001346148,0.003632766,0.00001429697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954818,0.000320575,0.002867589,0.00001714011,0.000008952919,0.000008574295,0.00003710978,0.00008769232,0.00117062],"genre_scores_gemma":[0.9979674,0.0000921594,0.0008877023,0.000004741311,0.000001471953,0.000002587913,0.00005056603,0.000006380241,0.0009869757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001563362,"threshold_uncertainty_score":0.003108561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828943736250371,"score_gpt":0.2228236601974037,"score_spread":0.2045342228348999,"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."}}