{"id":"W3018547365","doi":"10.1016/j.jobab.2020.04.006","title":"Application of finite element analysis in properties test of finger-jointed lumber","year":2020,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Youth Foundation of China; Ministry of Science and Technology of the People's Republic of China","keywords":"Finite element method; Structural engineering; Bending; Elasticity (physics); Young's modulus; Flexural strength; Materials science; Composite material; Engineering","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":[0.0001210135,0.00008727172,0.0002894911,0.0001695713,0.00001113343,0.00001009409,0.0000712014,0.0000287327,0.000008711202],"category_scores_gemma":[0.00005099535,0.00005758279,0.00006599977,0.000485322,0.00004380691,0.00005902139,0.00001774096,0.0000658808,6.402774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008825826,"about_ca_system_score_gemma":0.000006755418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003869571,"about_ca_topic_score_gemma":0.00001588835,"domain_scores_codex":[0.9992772,0.00001118251,0.0004218878,0.00008138063,0.0001282845,0.00008011834],"domain_scores_gemma":[0.9996116,0.00001793304,0.0001718914,0.0000762438,0.000083314,0.00003903537],"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":[0.0001762624,0.0001973834,0.4251367,0.0006671688,0.0008804119,0.000006249566,0.006187196,0.01712982,0.5348079,0.000005789449,0.0001918554,0.01461334],"study_design_scores_gemma":[0.0008567462,0.00084079,0.09388065,0.0001717385,0.0005920912,0.000005757487,0.0008888154,0.04256133,0.8563739,0.00001473791,0.003606828,0.0002066129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948317,0.00429277,0.00008445081,0.0006314321,0.00001518965,0.00007869733,0.000006281012,0.000007421474,0.00005204173],"genre_scores_gemma":[0.9992313,0.0003372862,0.0003243217,0.00001378739,0.00006674542,0.000001300389,0.000002049175,0.000006655928,0.00001653089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.331256,"threshold_uncertainty_score":0.2348158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379497374184941,"score_gpt":0.184103824074648,"score_spread":0.1703088503327986,"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."}}