{"id":"W7019449561","doi":"","title":"FLEXURAL DESIGN OF SHAPE MEMORY ALLOY REINFORCED CONCRETE SECTIONS FOR STRENGTH AND SERVICEABILITY REQUIREMENTS","year":2008,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SMA*; Serviceability (structure); Flexural strength; Shape-memory alloy; Deflection (physics); Reinforced concrete","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000676974,0.0002943823,0.0003956238,0.0002881289,0.0005643995,0.00008515205,0.000589611,0.0001769843,0.0001065534],"category_scores_gemma":[0.0001048282,0.0003315887,0.0001186875,0.0003420722,0.0003352135,0.002685948,0.0001714292,0.0002183961,0.00004121095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498181,"about_ca_system_score_gemma":0.0001725504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000894221,"about_ca_topic_score_gemma":0.0001225707,"domain_scores_codex":[0.9978962,0.0003040829,0.0004680668,0.0005066748,0.0003761888,0.0004487709],"domain_scores_gemma":[0.9982543,0.0003125075,0.0002681818,0.0005076716,0.0004218224,0.0002355383],"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":[0.001196095,0.00006995669,0.2917839,0.0005615149,0.0001570473,0.00006716877,0.004374653,0.002780898,0.6986861,0.0001861048,0.000003337868,0.0001332403],"study_design_scores_gemma":[0.007569543,0.001134259,0.4480762,0.0003045465,0.0004044267,0.0001979634,0.002010088,0.0005923705,0.5380268,0.00008505608,0.0003222021,0.001276523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943799,0.0000219697,0.003902476,0.00007956551,0.0002430954,0.0009654782,0.0001477001,0.000179605,0.00008022424],"genre_scores_gemma":[0.9973021,0.00002790098,0.001202162,0.0001617352,0.00004094692,0.000008485886,0.0000352753,0.00003052994,0.001190879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1606593,"threshold_uncertainty_score":0.9999136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505660164461389,"score_gpt":0.3176813922632829,"score_spread":0.167115375817144,"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."}}