{"id":"W4317401450","doi":"10.18280/mmep.090613","title":"A Study of the Structural Behavior of Recycled-Concrete Haunched Beams with Web Opening","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beam (structure); Materials science; Square (algebra); Structural engineering; Aggregate (composite); Composite material; Range (aeronautics); Mathematics; Geometry; 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":[0.0002068318,0.0001666652,0.0002990345,0.00006540067,0.00007852247,0.00001415604,0.0001812002,0.00004150202,0.000009502556],"category_scores_gemma":[0.00001507049,0.0001236268,0.00004265907,0.0002789029,0.00002644677,0.00004629998,0.00009472964,0.0002710605,1.148243e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002763552,"about_ca_system_score_gemma":0.000007941528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000230933,"about_ca_topic_score_gemma":8.649099e-7,"domain_scores_codex":[0.9989951,0.00001761231,0.0003677598,0.0001494483,0.00028298,0.0001871188],"domain_scores_gemma":[0.9995497,0.00006858433,0.00004895589,0.0002558942,0.00002818474,0.00004861819],"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":[0.000004170354,0.00001839515,0.00005930311,0.0002791597,0.00002933424,8.426268e-7,0.001261031,0.9958866,0.001607837,0.0007060284,7.359595e-7,0.0001465102],"study_design_scores_gemma":[0.0003768358,0.0001624335,0.00007557679,0.00009717276,0.00006065088,0.00001965336,0.0002541275,0.9982021,0.0003318074,0.0002528399,0.00001386768,0.0001529578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8924521,0.0001024865,0.1068465,0.000005733503,0.00005570983,0.0003235217,0.000005524132,0.0001551834,0.00005333576],"genre_scores_gemma":[0.9967133,0.000004332459,0.003060868,9.817512e-7,0.000007006826,0.000154488,0.000001629958,0.00004433244,0.00001307697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1042612,"threshold_uncertainty_score":0.5041353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609715050946498,"score_gpt":0.1928796502320752,"score_spread":0.1767824997226102,"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."}}