{"id":"W2784051034","doi":"10.1002/suco.201700183","title":"Strength of steel fiber reinforced concrete beams in pure torsion","year":2018,"lang":"en","type":"article","venue":"Structural Concrete","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Truss; Torsion (gastropod); Structural engineering; Reinforced concrete; Test data; Materials science; Fiber-reinforced concrete; Composite material; Computer science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001304448,0.0005129467,0.0006556979,0.0002536591,0.00008687736,0.00005108917,0.0005547901,0.0003329368,0.001668902],"category_scores_gemma":[0.00008266509,0.000472872,0.0001874049,0.0005050466,0.0003883735,0.0005071943,0.0001322853,0.0004717689,0.00008595173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720967,"about_ca_system_score_gemma":0.00005217632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345215,"about_ca_topic_score_gemma":0.000004461925,"domain_scores_codex":[0.9975229,0.0000463479,0.0008264406,0.0003997243,0.0004773969,0.0007272132],"domain_scores_gemma":[0.998695,0.00009208968,0.0001764609,0.0006437455,0.0001854731,0.0002072572],"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":[0.0002299943,4.952895e-9,0.0008367648,0.000178143,0.0001099226,0.0000333283,0.001145049,0.0003832507,0.9870647,0.003592907,0.000605828,0.005820177],"study_design_scores_gemma":[0.002119374,0.0004000325,0.003247029,0.0001876528,0.00006527499,0.00006043448,0.000298791,0.02801886,0.962308,0.00008833065,0.00224601,0.0009601578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895539,0.0001715177,0.00001056268,0.00001613479,0.0009137887,0.0004412476,0.00008282789,0.0003346501,0.008475378],"genre_scores_gemma":[0.9959601,0.00002014251,0.00283613,0.0000419096,0.0002928441,0.00001439225,0.00007804636,0.00007637036,0.0006800697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02763561,"threshold_uncertainty_score":0.9997723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008649577771195677,"score_gpt":0.2314122537698754,"score_spread":0.2227626759986797,"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."}}