{"id":"W3194976398","doi":"10.1016/j.engfailanal.2021.105682","title":"Dynamic punching shear of impacting RC flat slabs with drop panels","year":2021,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Ministry of Defense; Council for Higher Education; Ministry of Aliyah and Immigrant Absorption","keywords":"Punching; Drop (telecommunication); Structural engineering; Materials science; Composite material; Shear (geology); Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003485067,0.0007981737,0.000800545,0.0008013938,0.0009436934,0.0007739224,0.0009675307,0.0008716272,0.007027926],"category_scores_gemma":[0.0008928057,0.0005719109,0.0003683782,0.0008281451,0.001046024,0.0005009195,0.0006242777,0.0006992196,0.0006156364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008152801,"about_ca_system_score_gemma":0.0006999202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008838708,"about_ca_topic_score_gemma":0.01131029,"domain_scores_codex":[0.9996552,0.00002858738,0.00001350676,0.00005073209,0.0001416864,0.0001102673],"domain_scores_gemma":[0.9993815,0.0002114621,0.00008786433,0.00008951154,0.0001409539,0.00008861241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005254543,0.0005791372,0.01763858,0.0002269653,0.0001138358,0.002467697,0.0009948526,0.4798386,0.4569365,0.001600259,0.0009569897,0.03339206],"study_design_scores_gemma":[0.00008194424,0.001740122,0.0647688,0.00003464566,0.00006814888,0.0001830005,0.001086667,0.8222914,0.108429,0.0004317111,0.0008169779,0.00006757845],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961604,0.00003870831,0.001758129,0.00001879858,0.000008699189,0.00001295535,0.0001265827,0.00006795568,0.001807702],"genre_scores_gemma":[0.9981647,0.00002128533,0.0006309532,0.000005307299,0.000002167163,0.000004820117,0.00007081855,0.00001060761,0.001089365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008838708,"threshold_uncertainty_score":0.02351075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002597573362238469,"score_gpt":0.1889811368217022,"score_spread":0.1863835634594637,"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."}}