{"id":"W4400577155","doi":"10.15554/pcij61.3-ps1","title":"Project Spotlight: Precast concrete arches meet demands of Canadian bridge project","year":2016,"lang":"en","type":"article","venue":"PCI Journal","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Arch; Bridge (graph theory); Engineering; Arch bridge; Civil engineering; Forensic engineering; Construction engineering; Architectural engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001684379,0.0001359202,0.0002027042,0.0007986963,0.00005825935,0.00003668856,0.0001452792,0.00005846036,0.00009538986],"category_scores_gemma":[0.00005670969,0.00008941208,0.0001089162,0.0004401262,0.00003463243,0.0001535336,0.000008035477,0.0001185352,0.000007290457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091389,"about_ca_system_score_gemma":0.0001623732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335588,"about_ca_topic_score_gemma":0.003620392,"domain_scores_codex":[0.9991641,0.00002478091,0.000282709,0.00009185704,0.0001586868,0.0002778361],"domain_scores_gemma":[0.9995686,0.0000384022,0.00005245893,0.0001232273,0.00006714234,0.0001501141],"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":[0.0002342393,0.00002077321,0.02681481,0.001097728,0.005234366,0.0004662562,0.01391182,0.06171175,0.3719935,0.006338512,0.2103645,0.3018118],"study_design_scores_gemma":[0.006946889,0.0007312535,0.07688428,0.002030972,0.0008189866,0.00521152,0.001028583,0.2148584,0.3469501,0.0007857237,0.3403088,0.003444441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585012,0.0007609852,0.02775675,0.0006418663,0.0007753546,0.0002561184,0.0001233086,0.0002570539,0.01092741],"genre_scores_gemma":[0.9982572,0.0002415661,0.001063493,0.00001245785,0.0001882644,0.000002911339,0.000002467942,0.00002576245,0.0002059362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2983674,"threshold_uncertainty_score":0.5042434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322403483742947,"score_gpt":0.2365677963950296,"score_spread":0.2033437615576001,"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."}}