{"id":"W7029624754","doi":"","title":"IRC evaluates corrosion in repaired concrete bridge slabs","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Bridge (graph theory); Reinforced concrete; Prestressed concrete","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00145709,0.000690706,0.0005202608,0.001878061,0.001163133,0.0007155857,0.0007827608,0.001180043,0.0033895],"category_scores_gemma":[0.002085886,0.000376189,0.0006510153,0.001558966,0.0004974998,0.0004686824,0.0006290408,0.0005565009,0.001239942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001947794,"about_ca_system_score_gemma":0.0009019335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1237999,"about_ca_topic_score_gemma":0.1681477,"domain_scores_codex":[0.9982223,0.0001754188,0.00007099493,0.0002406244,0.001087029,0.0002036247],"domain_scores_gemma":[0.9970938,0.0002238317,0.0002886956,0.0002336455,0.001994055,0.000165984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004473337,0.001499859,0.4284433,0.0003675207,0.0004942561,0.0009996819,0.002515368,0.0679481,0.321472,0.001179628,0.005685417,0.1649216],"study_design_scores_gemma":[0.0001055384,0.005163016,0.7490841,0.00004127412,0.0002756526,0.0003978107,0.00193315,0.05467361,0.1779581,0.0001276935,0.01013098,0.000109062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941939,0.0000787715,0.001376336,0.00002454537,0.00001138353,0.00002850782,0.0005288678,0.0001177622,0.003640039],"genre_scores_gemma":[0.9902137,0.000079053,0.002104547,0.0000153421,0.000006676516,0.00002369845,0.000755878,0.00004461752,0.006756545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237999,"threshold_uncertainty_score":0.2461585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05235475397310536,"score_gpt":0.2418023508758735,"score_spread":0.1894475969027682,"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."}}