{"id":"W4393984662","doi":"10.23977/jemm.2024.090109","title":"Research progress of basic mechanics property and durability of fiber reinforced concrete","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Education of Liaoning Province","keywords":"Durability; Property (philosophy); Materials science; Forensic engineering; Composite material; Engineering; Philosophy; Epistemology","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":[0.002212276,0.0001800625,0.000452863,0.0004034749,0.00002249492,0.00005036287,0.00013449,0.0001083725,0.00003774398],"category_scores_gemma":[0.0001796607,0.0001265243,0.00007001373,0.0003359044,0.00002635403,0.0002315236,0.00009618023,0.0003969854,6.10122e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004945756,"about_ca_system_score_gemma":0.00005331642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004957327,"about_ca_topic_score_gemma":1.103191e-7,"domain_scores_codex":[0.9984922,0.00003761913,0.0007573401,0.0001204487,0.0003588339,0.0002335549],"domain_scores_gemma":[0.9991218,0.0001588458,0.0001119926,0.0001555267,0.000370181,0.00008160112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008298718,0.000002208591,0.00000555666,0.005553923,0.0003586939,0.00003172552,0.0003708777,0.01716382,0.8901488,0.08243194,0.0002283643,0.003621124],"study_design_scores_gemma":[0.0004330932,0.0004272233,0.00001551892,0.001040874,0.00005476098,0.0001016892,0.00005293093,0.8466406,0.147869,0.0004975297,0.002658106,0.0002086683],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592477,0.005143994,0.03367422,0.00007979437,0.001064205,0.000421233,0.00003977435,0.00008907013,0.0002399954],"genre_scores_gemma":[0.9970262,0.0006787812,0.002089966,0.00000322933,0.00009054183,0.000005622744,0.000002313908,0.00004282014,0.00006052582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8294768,"threshold_uncertainty_score":0.5159513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948224744443365,"score_gpt":0.2630373483098463,"score_spread":0.2435551008654127,"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."}}