{"id":"W3130730615","doi":"10.2749/kualalumpur.2018.0946","title":"Corrosion-resistant Reinforced Concrete Columns","year":2018,"lang":"en","type":"article","venue":"Report","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Fibre-reinforced plastic; Corrosion; Dissipation; Ductility (Earth science); Composite material; Deflection (physics); Structural engineering; Stiffness; Reinforcement; Reinforced concrete column; Reinforced concrete; Column (typography); Engineering","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":[0.0001168891,0.000194957,0.0002302987,0.00006343755,0.00009939466,0.00005037278,0.000175865,0.0001208312,0.0005599133],"category_scores_gemma":[0.00008447722,0.0001932111,0.00009394129,0.0001824903,0.0001268775,0.0001473593,0.00004478879,0.0001456683,0.0002594166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092704,"about_ca_system_score_gemma":0.0000487265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000557389,"about_ca_topic_score_gemma":0.000002182102,"domain_scores_codex":[0.9986874,0.000006226502,0.0004397369,0.0002100815,0.0003010056,0.0003555269],"domain_scores_gemma":[0.999016,0.00002727758,0.00008524064,0.0005731606,0.0001415829,0.0001567243],"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":[0.00002904468,2.452802e-8,0.0004152166,0.00002573747,0.00002409316,0.0008024622,0.0001257738,0.000198838,0.9890208,0.0006738188,0.007702534,0.0009816221],"study_design_scores_gemma":[0.0007117506,0.0002493096,0.003786906,0.00008982276,0.00008808584,0.002293288,0.00008046697,0.02561333,0.8421468,0.00003965421,0.1239635,0.000937067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390039,0.0000458171,0.001615305,0.00001736451,0.001472203,0.000237539,0.000008439732,0.0009444723,0.05665493],"genre_scores_gemma":[0.9920798,0.000008439349,0.001474576,0.00005037308,0.0002776964,0.00001807239,0.0000293997,0.00004746488,0.006014172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146874,"threshold_uncertainty_score":0.7878919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194436069247161,"score_gpt":0.2385298788477518,"score_spread":0.2265855181552801,"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."}}