{"id":"W2097647079","doi":"10.1617/s11527-008-9453-z","title":"Stress block parameters for concrete flexural members reinforced with superelastic shape memory alloys","year":2008,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Solid mechanics; Flexural strength; Shape-memory alloy; Structural engineering; Block (permutation group theory); Composite material; Stress (linguistics); Engineering; Geometry; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001688445,0.0003007567,0.0004201669,0.00007156325,0.0004434318,0.0001860261,0.0002269242,0.0001142869,0.001047843],"category_scores_gemma":[0.00005594361,0.000218489,0.00004889116,0.00006414852,0.0003741268,0.000350569,0.00003752394,0.0000628782,0.00001078746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002170968,"about_ca_system_score_gemma":0.00005732105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247816,"about_ca_topic_score_gemma":0.00001867591,"domain_scores_codex":[0.998466,0.00006931202,0.0004099459,0.0003559362,0.0002615344,0.0004372481],"domain_scores_gemma":[0.9992407,0.0001621075,0.000121391,0.000248276,0.00008299463,0.0001445235],"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":[0.0005434886,0.000002216055,0.0000476751,0.000183481,0.000041444,0.00001733777,0.001839557,0.003009829,0.9931006,0.0009282364,0.000235928,0.00005016895],"study_design_scores_gemma":[0.0016094,0.0003091772,0.001918726,0.000044328,0.00008010845,0.0002775913,0.0004696873,0.0007742565,0.9937963,0.0001437605,0.0001485331,0.0004281289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977181,0.00004560807,0.000138509,0.00007798991,0.0005684054,0.0006454788,0.000487799,0.0001334236,0.0001847068],"genre_scores_gemma":[0.9935311,0.00002037195,0.0057786,0.0002044328,0.0001053942,0.00009431114,0.0000762385,0.00003553646,0.0001540122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005640091,"threshold_uncertainty_score":0.9998654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838125393354079,"score_gpt":0.2305520721139437,"score_spread":0.2121708181804029,"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."}}