{"id":"W4388133595","doi":"10.21660/2023.111.4050","title":"PROPOSED FORMULATION FOR PREDICTING DEFLECTIONS OF CFRP-RC BEAMS","year":2023,"lang":"en","type":"article","venue":"International Journal of Geomate","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Teknologi Sepuluh Nopember","keywords":"Structural engineering; Reinforced concrete; Materials science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003565122,0.0005399715,0.0002763154,0.0005203726,0.0002005317,0.0003905255,0.000840476,0.0006995655,0.001242003],"category_scores_gemma":[0.0006020074,0.0002064392,0.0003658536,0.0003159706,0.0002264432,0.0005297119,0.0002439607,0.0004326051,0.0003825577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005738474,"about_ca_system_score_gemma":0.0008637881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004549583,"about_ca_topic_score_gemma":0.005441986,"domain_scores_codex":[0.9998111,0.0000305839,0.000009743389,0.00004650022,0.0000862441,0.00001574079],"domain_scores_gemma":[0.9998449,0.00004896537,0.00002783951,0.000008427373,0.0000645664,0.000005222505],"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":[0.00002471764,0.00005687939,0.002534989,0.0001206275,0.00001409722,0.0001205575,0.0001188427,0.9146538,0.01752572,0.01370045,0.0007850076,0.05034439],"study_design_scores_gemma":[0.000002150089,0.00002012844,0.00035345,0.000008017958,0.000003423773,0.00002596991,0.00001429304,0.9967541,0.001222596,0.000779032,0.0008128343,0.000004011922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02781181,0.0003340246,0.9660149,0.0001143464,0.00003601893,0.00006869893,0.0001285955,0.0001853213,0.005306304],"genre_scores_gemma":[0.77835,0.0009680131,0.2086582,0.00009210101,0.00004706329,0.0002343638,0.0002412564,0.00008151522,0.01132739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004549583,"threshold_uncertainty_score":0.009046197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611258770015211,"score_gpt":0.2813893187545581,"score_spread":0.265276731054406,"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."}}