{"id":"W657486128","doi":"","title":"CANADIANS EVALUATE BRIDGE CORROSION","year":2001,"lang":"fr","type":"article","venue":"World Highways/Routes du Monde","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Reinforcement; Bridge (graph theory); Corrosion monitoring; Reinforced concrete; Polarization (electrochemistry); Forensic engineering; Engineering; Materials science; Structural engineering; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006439124,0.0007122276,0.000698411,0.000397605,0.0003988576,0.0002419776,0.0005644741,0.0002931282,0.005666241],"category_scores_gemma":[0.000213225,0.0008135401,0.0003810139,0.0012388,0.0002589495,0.0004260805,0.0001897155,0.0007761607,0.003050717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325818,"about_ca_system_score_gemma":0.0002750967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02686797,"about_ca_topic_score_gemma":0.1022414,"domain_scores_codex":[0.9961354,0.0002313956,0.0008433214,0.0008432033,0.0005600451,0.0013866],"domain_scores_gemma":[0.9971436,0.0003995291,0.0001330051,0.001146351,0.0002255215,0.0009520415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001832012,0.0002261325,0.06957456,0.0004072348,0.00007957702,0.0008840647,0.003129334,0.01047848,0.02063673,0.01706614,0.824817,0.05251753],"study_design_scores_gemma":[0.001313146,0.00009068815,0.0612544,0.0003298316,0.0001863285,0.0001343246,0.00008882672,0.09816113,0.001314448,0.0007181044,0.8353514,0.001057365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7853206,0.03485566,0.009543293,0.04355085,0.02615843,0.001712469,0.0007546523,0.00356602,0.09453807],"genre_scores_gemma":[0.9270424,0.001701258,0.0007224105,0.001100433,0.001088831,0.00005445372,0.00009381483,0.0001529836,0.06804347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417218,"threshold_uncertainty_score":0.9994316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089772688664729,"score_gpt":0.235122823932228,"score_spread":0.2142250970455807,"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."}}