{"id":"W1968854639","doi":"10.1002/suco.201200064","title":"Background to <i>fib</i> Model Code 2010 shear provisions – part II: punching shear","year":2013,"lang":"en","type":"article","venue":"Structural Concrete","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"École Polytechnique Fédérale de Lausanne","keywords":"Punching; Structural engineering; Shear (geology); Engineering; Code (set theory); Computer science; Mechanical engineering; Materials science; Composite material; Programming language","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"],"consensus_categories":[],"category_scores_codex":[0.0001233043,0.0005073509,0.0005475126,0.0001815422,0.0004423908,0.0003025869,0.0005336396,0.0001921982,0.0008192681],"category_scores_gemma":[0.00007435679,0.0004401657,0.0002279986,0.0004331442,0.00008966787,0.0006415035,0.0002596563,0.0005906336,0.0004129771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001746204,"about_ca_system_score_gemma":0.00003744051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000468658,"about_ca_topic_score_gemma":0.00002793125,"domain_scores_codex":[0.997489,0.0000440103,0.0005466046,0.0005839018,0.000465964,0.000870514],"domain_scores_gemma":[0.9984611,0.00007488391,0.0000636379,0.0007639234,0.0001478206,0.0004885905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002893733,3.981631e-7,0.0004707398,0.0001256858,0.0004269595,0.00001297705,0.001312198,0.1348238,0.8236519,0.0023546,0.02962252,0.00716927],"study_design_scores_gemma":[0.0006335227,0.0001225707,0.002430634,0.0001027355,0.0001605451,0.00005206888,0.0002308017,0.9274666,0.05629651,0.002631067,0.00847338,0.00139958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940088,0.0001663565,0.0004499977,0.0005328407,0.0009149128,0.0005934564,0.00008113963,0.0007549166,0.002497619],"genre_scores_gemma":[0.9806993,0.00001170013,0.01607719,0.0003626443,0.000331431,0.00008148484,0.00005485293,0.0001067505,0.00227467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7926428,"threshold_uncertainty_score":0.999805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843938534241498,"score_gpt":0.2378905446826943,"score_spread":0.2194511593402793,"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."}}