{"id":"W4391424968","doi":"10.1007/978-3-031-35471-7_4","title":"Effect of Fastener Stiffness on Buckling Behaviour of Wooden Built-Up Beams","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Wood Council; University of Ottawa","funders":"","keywords":"Fastener; Structural engineering; Buckling; Stiffness; Materials science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002082909,0.0007857286,0.001397808,0.0008071807,0.00001337432,0.00003985575,0.000425247,0.0005821862,0.0001377722],"category_scores_gemma":[0.00007941659,0.0006914224,0.0003857154,0.0001683662,0.00003525141,0.00005272044,0.0001181282,0.0007637406,0.00001207612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631468,"about_ca_system_score_gemma":0.00001013889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002831093,"about_ca_topic_score_gemma":0.00004376578,"domain_scores_codex":[0.9979728,0.00001166586,0.0008013594,0.0004176525,0.0004385005,0.0003579489],"domain_scores_gemma":[0.9986373,0.0005606348,0.0001305728,0.0005593643,0.00004212704,0.00007002523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003585111,0.000002739958,0.00001733908,0.002687627,0.000333177,0.00002593572,0.000104652,0.9141265,0.07785295,0.0005569847,0.000006264405,0.004250034],"study_design_scores_gemma":[0.0009955297,0.0004347104,0.0003469275,0.0110645,0.001402962,0.0000448625,0.00000147522,0.09109949,0.8883697,0.0035596,0.0005959911,0.002084278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405199,0.01215764,0.01325695,0.00004512162,0.009292924,0.001458433,0.0004482714,0.001406435,0.02141429],"genre_scores_gemma":[0.9986159,0.00005317148,0.0001982906,0.000003833409,0.0003399104,0.00001742358,0.00006138548,0.0002726974,0.0004373524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.823027,"threshold_uncertainty_score":0.9995537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005456230434815195,"score_gpt":0.2134512159721681,"score_spread":0.2079949855373529,"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."}}