{"id":"W4381189467","doi":"10.32920/23541897.v1","title":"Development of GFRP-Reinforced Bridge Barrier Deck-Slab System for Sustainable Construction","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ministère des Transports; Pultrall","keywords":"Fibre-reinforced plastic; Structural engineering; Slab; Deck; Bridge (graph theory); Bar (unit); Christian ministry; Materials science; Engineering; Composite material; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000173371,0.0002366619,0.0001997745,0.0003871973,0.0003066416,0.0003257031,0.0006242659,0.0003185011,0.001782565],"category_scores_gemma":[0.0001151582,0.0001197725,0.0002407101,0.0002852083,0.0001097588,0.0002933323,0.0003850363,0.0002634969,0.0007042459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000461614,"about_ca_system_score_gemma":0.001051235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005405905,"about_ca_topic_score_gemma":0.01345364,"domain_scores_codex":[0.9998744,0.000007745126,0.000004256475,0.00001852133,0.0000711224,0.00002390133],"domain_scores_gemma":[0.9999192,0.000002168352,0.000009012944,0.000009674744,0.00004356195,0.00001646149],"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":[0.0001086826,0.0001277179,0.004454149,0.0002416587,0.0000219911,0.000462017,0.0001219364,0.01787854,0.8885959,0.002863354,0.0016861,0.08343785],"study_design_scores_gemma":[0.00008059006,0.002165558,0.04863578,0.0001266394,0.0001139534,0.00121412,0.0006046693,0.1227754,0.7367148,0.001138039,0.08633382,0.00009658918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759887,0.0006566372,0.1005619,0.0001647607,0.00007506724,0.0002419926,0.0005946551,0.0009885285,0.02072771],"genre_scores_gemma":[0.9235523,0.0005059816,0.06606649,0.00003990731,0.000007852506,0.00008820483,0.0006520432,0.00004142949,0.009045846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005405905,"threshold_uncertainty_score":0.01074886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305009699600129,"score_gpt":0.2458945536648983,"score_spread":0.222844456668897,"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."}}