{"id":"W4412754906","doi":"10.11159/iccste25.180","title":"Numerical Investigation on the Influence of Shoring Stiffness on Slab Deflection with Consideration of Construction Phase Loading","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shoring; Stiffness; Deflection (physics); Slab; Structural engineering; Materials science; Engineering; Physics; Classical mechanics","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":[0.00007429693,0.000165885,0.0001900642,0.0002056198,0.00006579423,0.00003460764,0.0001577854,0.00005176448,0.0000106316],"category_scores_gemma":[0.00007349389,0.0001117876,0.00004965256,0.000341786,0.0000936799,0.0002007791,0.000005170075,0.0002002123,1.255337e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005184297,"about_ca_system_score_gemma":0.00001973984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004835416,"about_ca_topic_score_gemma":0.00001328534,"domain_scores_codex":[0.9990556,0.000004288284,0.0003599572,0.0001663414,0.0003193012,0.00009447221],"domain_scores_gemma":[0.9993131,0.00009440512,0.0001764567,0.00006707222,0.0003248193,0.00002412327],"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":[0.0001232579,0.000005582042,0.005639502,0.0001734463,0.0001421752,1.340084e-7,0.000372438,0.2859581,0.5633505,0.1435091,0.00000289006,0.0007228137],"study_design_scores_gemma":[0.0004783154,0.00008655812,0.1277317,0.0008603283,0.00006607345,0.000003365275,0.000204101,0.1164201,0.7515537,0.002462259,0.000002610104,0.0001308588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987375,0.000007145114,0.0002228759,0.0002582866,0.000179329,0.0001613023,0.00001569928,0.00004531517,0.0003725885],"genre_scores_gemma":[0.9996697,0.00001160489,0.0002481325,0.00001637651,0.0000177087,0.00001341494,0.000006990189,0.000009890644,0.000006224735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882032,"threshold_uncertainty_score":0.4558565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473249210566894,"score_gpt":0.2293326782246209,"score_spread":0.214600186118952,"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."}}