{"id":"W7019154817","doi":"","title":"Flexural strengthening of a steel beam with prestressed CFRP strips -preliminary investigation","year":2009,"lang":"en","type":"article","venue":"DORA Empa (Swiss Federal Laboratories for Materials Science and Technology (Empa))","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fibre-reinforced plastic; Welding; STRIPS; Retrofitting; Flexural strength; Cracking; Beam (structure); Carbon fiber reinforced polymer; Adhesive","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002743961,0.0003438904,0.0004694721,0.0003611286,0.0004315749,0.0002175009,0.0004735695,0.0002512214,0.00001047659],"category_scores_gemma":[0.000195634,0.0002911364,0.00002130791,0.001291652,0.001100624,0.0009573915,0.00007584585,0.0001795251,0.000001027476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000779792,"about_ca_system_score_gemma":0.0002177205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002139405,"about_ca_topic_score_gemma":0.000003624188,"domain_scores_codex":[0.9981737,0.00001537246,0.0004655448,0.0004107857,0.0003670085,0.0005675666],"domain_scores_gemma":[0.9986988,0.00004183504,0.000186789,0.0003800001,0.0005633986,0.0001291558],"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":[0.0001048945,0.000002017133,0.001274439,0.00007081231,0.00001609413,0.000004698841,0.0003298176,0.0002175082,0.9930825,0.003050171,0.00003999178,0.00180704],"study_design_scores_gemma":[0.0006434449,0.0009901135,0.003938495,0.00009784241,0.00003609286,0.00001656423,0.0008968702,0.0002016259,0.9911586,0.001599437,0.00006937773,0.000351513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997965,0.0001772472,0.00003837609,0.0003074339,0.0002308352,0.0005443615,0.000151098,0.0005588898,0.00002673985],"genre_scores_gemma":[0.9971107,0.00001613845,0.002644005,0.00002943406,0.00005190939,0.00006345013,0.0000416496,0.00002668029,0.00001607276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002664056,"threshold_uncertainty_score":0.9999541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007546132602555529,"score_gpt":0.2202810037626116,"score_spread":0.2127348711600561,"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."}}