{"id":"W2287111832","doi":"10.1680/jphmg.15.00025","title":"Behaviour of fibre-reinforced concrete beams on grade","year":2015,"lang":"en","type":"article","venue":"International Journal of Physical Modelling in Geotechnics","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Cracking; Structural engineering; Beam (structure); Reinforced concrete; Materials science; Geotechnical engineering; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000182997,0.0001382326,0.0003012255,0.0002962283,0.000007801318,0.00002264343,0.0004615288,0.00007709519,0.00000318151],"category_scores_gemma":[0.00005236458,0.000126296,0.0002039677,0.0001693209,0.00003733292,0.0001568271,0.00003599073,0.0004514073,0.000004383642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890849,"about_ca_system_score_gemma":0.00003014897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006218475,"about_ca_topic_score_gemma":3.629578e-7,"domain_scores_codex":[0.9985379,0.00001570904,0.0005145645,0.00009164496,0.0006999248,0.0001402311],"domain_scores_gemma":[0.9991671,0.00009265282,0.0002008142,0.0001338582,0.0003159425,0.00008959288],"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":[0.00004030636,0.000006425476,0.00002773693,0.000005325486,0.00007883678,0.00002354114,0.0002180489,0.9820234,0.01529628,0.001951079,0.00003051731,0.0002985545],"study_design_scores_gemma":[0.0004605678,0.0001257646,0.00002755611,0.0001335571,0.00002831454,0.00002236293,0.00003070878,0.9164265,0.07997695,0.002601323,0.00005487866,0.000111516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559953,0.00004754561,0.04326496,0.00007446306,0.0003387057,0.00003968087,0.000009620576,0.00003673712,0.0001929995],"genre_scores_gemma":[0.997291,0.00002079425,0.002398779,0.00001455871,0.0002325969,0.000001174447,0.000004593873,0.00002103555,0.00001542358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06559684,"threshold_uncertainty_score":0.5150201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359330804694754,"score_gpt":0.2616845826213907,"score_spread":0.2380912745744431,"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."}}