{"id":"W4379380690","doi":"10.21838/uhpc.16689","title":"Evaluation of CSA Prequalification Procedures of UHPC Materials for Bridge Construction","year":2023,"lang":"en","type":"article","venue":"","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; York University","funders":"","keywords":"Durability; Engineering; Retrofitting; Forensic engineering; Construction engineering; Structural engineering; Computer science; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006953196,0.0007164772,0.0002396553,0.002296679,0.001556346,0.0007997748,0.001517011,0.0007347013,0.001592728],"category_scores_gemma":[0.01624325,0.0003204828,0.0003144862,0.001221438,0.001302663,0.0005861474,0.0007254964,0.0005825007,0.0004774909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004722558,"about_ca_system_score_gemma":0.004832181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07483063,"about_ca_topic_score_gemma":0.2063036,"domain_scores_codex":[0.98981,0.0008695507,0.0004387003,0.0004716214,0.008102229,0.0003079245],"domain_scores_gemma":[0.9826384,0.00177329,0.001698214,0.001505396,0.01213293,0.0002517507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001483773,0.001080097,0.07897703,0.0009190785,0.00005726264,0.0004395459,0.004319012,0.02705894,0.5214332,0.004545772,0.004855365,0.3548311],"study_design_scores_gemma":[0.00006970151,0.005127908,0.1822847,0.0002374748,0.0001092336,0.0004393944,0.003203264,0.02264713,0.7463049,0.0007587824,0.03863765,0.0001797926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654476,0.0005391811,0.02008612,0.0002142494,0.00009757961,0.001173419,0.0007109909,0.0004541686,0.01127665],"genre_scores_gemma":[0.9207491,0.0004591006,0.07199735,0.00008700748,0.00001659794,0.0003756929,0.0008039332,0.0001435556,0.005367647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07483063,"threshold_uncertainty_score":0.1487901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09348791536420852,"score_gpt":0.3540671065746972,"score_spread":0.2605791912104887,"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."}}