{"id":"W4238001375","doi":"10.1002/9781118436707.hmse033","title":"Corrosion Monitoring","year":2013,"lang":"en","type":"other","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Corrosion; Corrosion monitoring; Process (computing); Computer science; Process engineering; Engineering; Materials science; Operating system; Metallurgy","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":[0.0009278017,0.001472911,0.001027011,0.003412349,0.0008624314,0.0018519,0.001780387,0.001010627,0.0452004],"category_scores_gemma":[0.001900281,0.0003900221,0.0005702279,0.001975173,0.000333493,0.001125969,0.001427849,0.0009789052,0.03858481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008040277,"about_ca_system_score_gemma":0.001005397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231908,"about_ca_topic_score_gemma":0.002719155,"domain_scores_codex":[0.9967335,0.0001769635,0.0001227465,0.0005498857,0.002246896,0.0001700621],"domain_scores_gemma":[0.9979849,0.0001009853,0.0001662246,0.0002206781,0.001435729,0.00009151465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005870879,0.0002857513,0.01023752,0.001348267,0.0000726222,0.0003816772,0.0002608844,0.002392755,0.136708,0.006221679,0.2297726,0.6117311],"study_design_scores_gemma":[0.00004236771,0.000457092,0.01233967,0.0002631079,0.00009777858,0.0008403393,0.000186098,0.007974061,0.1612693,0.001710635,0.8147315,0.00008799673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05765056,0.008523094,0.2137696,0.002438427,0.002970867,0.00262643,0.03132714,0.03344949,0.6472445],"genre_scores_gemma":[0.3418215,0.008871955,0.08702747,0.001876197,0.000734282,0.001216755,0.0357581,0.002754378,0.5199394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0452004,"threshold_uncertainty_score":0.1512104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081880639263878,"score_gpt":0.2098266367781695,"score_spread":0.1990078303855307,"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."}}