{"id":"W4367856694","doi":"10.1186/s40069-023-00586-4","title":"Experimental and MCFT-Based Study on Steel Fiber-Reinforced Concrete Subjected to In-Plane Shear Forces","year":2023,"lang":"en","type":"article","venue":"International Journal of Concrete Structures and Materials","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan; University of Toronto; University of Wisconsin-Madison","keywords":"Fiber-reinforced concrete; Materials science; Shear (geology); Structural engineering; Composite material; Reinforced concrete; Test data; Strain hardening exponent; Engineering","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004190154,0.0002555291,0.0004633028,0.0005556215,0.00003816589,0.0002369914,0.000236525,0.00007630375,0.0003588701],"category_scores_gemma":[0.0000863927,0.0002195102,0.0000342371,0.0001386357,0.00004100037,0.000197083,0.00008013444,0.0001009489,0.00001130681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007199698,"about_ca_system_score_gemma":0.00002496806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000274365,"about_ca_topic_score_gemma":5.374289e-7,"domain_scores_codex":[0.9983165,0.00007054845,0.0007615752,0.0001658007,0.0004412483,0.0002443544],"domain_scores_gemma":[0.9992927,0.000127825,0.0001960201,0.000104443,0.0001817079,0.00009729209],"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":[0.0006456763,3.622551e-7,0.00008521142,0.00002718857,0.0001437719,0.0001032521,0.000621241,0.0007858062,0.9964362,0.0008342571,0.0002137541,0.0001032589],"study_design_scores_gemma":[0.002795904,0.0007932697,0.006699729,0.0001305282,0.00001568725,0.00003847597,0.0005961,0.0001554685,0.9875227,0.00003391759,0.0009612314,0.0002570081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975531,0.00003372865,0.00003722739,0.00007500983,0.001468854,0.0004128312,0.00012381,0.00005918793,0.0002362871],"genre_scores_gemma":[0.9991897,0.00001309298,0.0001885881,0.0001879861,0.0002780579,0.00001571092,0.00003581394,0.0000334165,0.00005762481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008913539,"threshold_uncertainty_score":0.8951367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319551335876707,"score_gpt":0.2761853790369417,"score_spread":0.2629898656781746,"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."}}