{"id":"W4389659193","doi":"10.1177/13694332231222082","title":"Proposed prediction models for shear strength of fiber reinforced polymer reinforced concrete deep members without stirrups","year":2023,"lang":"en","type":"article","venue":"Advances in Structural Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fibre-reinforced plastic; Structural engineering; Reinforced concrete; Arch; Shear (geology); Materials science; Standard deviation; Composite material; Engineering; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001285617,0.0004912711,0.0005901215,0.000429157,0.00006137181,0.00003563771,0.000338865,0.0002156668,0.00005898946],"category_scores_gemma":[0.00008680955,0.0004892,0.0001736674,0.0007227055,0.00008009098,0.001406514,0.00006627864,0.0003367707,0.000004948651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773543,"about_ca_system_score_gemma":0.00002594282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002799836,"about_ca_topic_score_gemma":0.000001263969,"domain_scores_codex":[0.9976143,0.00001022212,0.0008216712,0.0003632361,0.0004327986,0.0007577869],"domain_scores_gemma":[0.9990513,0.0001703854,0.0001262498,0.0004070753,0.00009395579,0.00015107],"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":[0.00006361591,2.17059e-8,0.000031028,0.000322329,0.00004069694,0.000003579844,0.0002722067,0.9566498,0.03549527,0.002813407,0.000006919116,0.004301133],"study_design_scores_gemma":[0.001179841,0.00007734476,0.0001965194,0.0001406559,0.00003572423,0.00001334828,0.00009768913,0.8657215,0.131845,0.00005353655,0.0001937692,0.0004451537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792405,0.001034765,0.01395824,0.00001009415,0.001604732,0.001296238,0.000159509,0.00175228,0.000943668],"genre_scores_gemma":[0.9875339,0.0002003528,0.01119939,0.000005699555,0.0001244986,0.0001110749,0.0001624757,0.0001319857,0.0005305968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09634969,"threshold_uncertainty_score":0.999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008512118496151225,"score_gpt":0.2391234095642852,"score_spread":0.230611291068134,"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."}}