{"id":"W2314369594","doi":"10.2472/jsms.52.1075","title":"Effectiveness of Polymer-Modified Cement Mortar with Corrosion Inhibitor in Preventing Chloride-Induced Steel Corrosion in Concrete","year":2003,"lang":"en","type":"article","venue":"Journal of the Society of Materials Science Japan","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Corrosion; Materials science; Steel bar; Chloride; Cement; Mortar; Composite material; Corrosion inhibitor; Polarization (electrochemistry); Reinforced concrete; Metallurgy; Chemistry","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":[0.004957494,0.0001585602,0.000492976,0.00009254854,0.00007193725,0.00003091187,0.0003829524,0.00007586572,0.00001741536],"category_scores_gemma":[0.0002139088,0.00010735,0.0001715952,0.000591425,0.0002457501,0.0003008473,0.00007916298,0.0001878911,2.767813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000242524,"about_ca_system_score_gemma":0.0002274825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005897513,"about_ca_topic_score_gemma":0.000008336461,"domain_scores_codex":[0.9978918,0.0002380149,0.0008143976,0.000169247,0.0006169972,0.0002695085],"domain_scores_gemma":[0.9988316,0.0001840723,0.0004965513,0.0002552638,0.0001629093,0.00006964281],"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":[0.0002894235,0.00001788555,0.004324859,0.0002710643,0.000003262692,3.963654e-7,0.000871947,0.001756052,0.9924,0.00002932092,0.000003615728,0.00003215268],"study_design_scores_gemma":[0.00172629,0.0002417827,0.02323536,0.0011812,0.00001652491,0.000008660836,0.0008925882,0.0005871285,0.9719746,0.00002186152,0.000001458096,0.0001126002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99812,0.00006777167,0.0001110954,0.00001884275,0.001309099,0.0003254461,0.000004767676,0.000007611541,0.0000354211],"genre_scores_gemma":[0.9997101,0.00002521949,0.000215136,0.000007423457,0.00002002678,0.000004413913,2.755859e-7,0.00001217231,0.000005202858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02042548,"threshold_uncertainty_score":0.4377608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318230860602914,"score_gpt":0.2361768904143699,"score_spread":0.2229945818083408,"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."}}