{"id":"W7116783135","doi":"10.18280/mmep.121129","title":"Determinant Parameters for Accurate Representation of Cyclic Response of Reinforced Concrete Beam-Column Joints: Numerical Model Calibration","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Calibration; Reinforced concrete; Representation (politics); Finite element method; Basis (linear algebra)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006885644,0.0004341233,0.0003827813,0.0004660251,0.0002111088,0.000750687,0.0007470172,0.0009138663,0.001622955],"category_scores_gemma":[0.00331278,0.0003478112,0.0003081097,0.0006024526,0.0003847122,0.0008226858,0.0005484751,0.0008561339,0.0008088374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004657082,"about_ca_system_score_gemma":0.000961185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160629,"about_ca_topic_score_gemma":0.002253925,"domain_scores_codex":[0.999684,0.0001044917,0.00001260662,0.00004298033,0.0001294669,0.00002647171],"domain_scores_gemma":[0.9991425,0.0003063885,0.00008046393,0.0002072592,0.0002365266,0.00002668584],"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":[0.00006845439,0.00009103342,0.001183686,0.0001364024,0.0000168084,0.00007672511,0.0001317765,0.855428,0.04307747,0.03684269,0.001526389,0.0614206],"study_design_scores_gemma":[0.000002465504,0.000006746181,0.0001821526,0.000004580315,0.000001844504,0.00001785845,0.000006926406,0.9938946,0.004114421,0.001224329,0.0005388142,0.000005259115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03839058,0.0001420292,0.9585174,0.00007096042,0.00002519293,0.00003071307,0.00009311875,0.000539248,0.002190708],"genre_scores_gemma":[0.8491254,0.0002606096,0.1473828,0.00004258539,0.00001703967,0.00009862563,0.0002772907,0.0004696718,0.002326011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002160629,"threshold_uncertainty_score":0.005429268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03214295509916564,"score_gpt":0.2629236712809437,"score_spread":0.2307807161817781,"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."}}