{"id":"W4382700963","doi":"10.11159/iccste23.223","title":"Design Of Punching Shear Of R.C. Footings Using American And European Codes: A Comparative Study","year":2023,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Punching; Structural engineering; Shear (geology); Geotechnical engineering; Geology; Engineering; Computer science; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001233412,0.0001408822,0.0002309124,0.0001387597,0.00002933877,0.00002000355,0.0001625187,0.00002068102,0.000002663237],"category_scores_gemma":[0.0000211444,0.000111751,0.00003316488,0.0002206945,0.00006344945,0.00009926891,0.00001430762,0.0001333674,5.677239e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001169469,"about_ca_system_score_gemma":0.00000507369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003838797,"about_ca_topic_score_gemma":0.000004765639,"domain_scores_codex":[0.9992516,0.0000040847,0.0002981252,0.0001269417,0.0002163871,0.0001028598],"domain_scores_gemma":[0.9996564,0.00004917814,0.0001110433,0.00003974828,0.0001128069,0.00003079822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002504904,0.000008270381,0.002496464,0.0001898366,0.0001244901,4.764928e-7,0.003216889,0.7882677,0.200128,0.005134978,0.000001806478,0.0004060099],"study_design_scores_gemma":[0.0003273954,0.0001306394,0.1862803,0.0002514709,0.00004083159,0.000003836449,0.001830516,0.7965393,0.01392709,0.0005018438,0.000002812232,0.0001639264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967758,0.00001373988,0.002737494,0.00001917866,0.00009630261,0.0001488819,0.00001810506,0.00008045704,0.000110007],"genre_scores_gemma":[0.9984739,0.00001569175,0.001472339,0.000001537757,0.00001327332,0.000003051731,0.000002725608,0.00001419668,0.000003319419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1862009,"threshold_uncertainty_score":0.4557072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03279099292411104,"score_gpt":0.2520386124757786,"score_spread":0.2192476195516675,"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."}}