{"id":"W2549502103","doi":"10.5006/c2016-07245","title":"Galvanized Steel Pole and Lattice Tower Corrosion Assessment and Corrosion Mitigation","year":2016,"lang":"en","type":"article","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Galvanization; Corrosion; Materials science; Tower; Lattice (music); Carbon steel; Metallurgy; Structural engineering; Engineering; Composite material; Physics","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":[0.00005219432,0.00009634517,0.0001025641,0.00005578862,0.00004266252,0.0000358531,0.00002470814,0.0000465934,0.0002298281],"category_scores_gemma":[0.000009565071,0.0000634034,0.0000179513,0.00007338793,0.00002135524,0.0001624463,0.00001629793,0.00003995609,0.000005851773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003493724,"about_ca_system_score_gemma":0.000003779419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005890417,"about_ca_topic_score_gemma":0.000005980132,"domain_scores_codex":[0.9995649,0.000008808403,0.0001184929,0.0001182309,0.00009049782,0.00009907413],"domain_scores_gemma":[0.9997513,0.00005174032,0.00001383872,0.00008867811,0.00002343795,0.00007101593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006158755,0.000004370668,0.002876584,0.00002901672,0.00001114543,9.074821e-7,0.00007225097,0.001364073,0.9629216,0.001765278,0.001009306,0.02993938],"study_design_scores_gemma":[0.002342414,0.0000988348,0.1481255,0.0001594315,0.0001081642,0.0000253776,0.0002831125,0.7175222,0.1270868,0.0004990317,0.00309947,0.0006497057],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6202176,0.0001148149,0.377304,0.0002804539,0.0001861239,0.00007461969,0.000004661373,0.0002820641,0.001535709],"genre_scores_gemma":[0.9953625,0.0001100044,0.003631798,0.00004506096,0.00002229705,0.000003837542,0.00000498074,0.00001222548,0.0008073031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8358347,"threshold_uncertainty_score":0.2585516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006739181100567348,"score_gpt":0.2312244412443457,"score_spread":0.2244852601437783,"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."}}