{"id":"W4380450867","doi":"10.52202/069179-0190","title":"BEAM-ON-ELASTIC FOUNDATION MODEL OF MECHANICAL PROPERTIES OF RING NAILS AND HEAVY-DUTY SCREWS","year":2023,"lang":"en","type":"article","venue":"","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Strong","keywords":"Fastener; Dowel; Structural engineering; Stiffness; Foundation (evidence); Axial symmetry; Beam (structure); Bending; Load bearing; Ultimate load; Bending stiffness; Materials science; Engineering; Finite element method","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001677807,0.0005781441,0.0004062804,0.0004338808,0.0002466424,0.0005261577,0.001328831,0.001043594,0.007745738],"category_scores_gemma":[0.0003556469,0.0003873278,0.0005671843,0.0005167499,0.0003293925,0.0005332705,0.0003108982,0.0003134524,0.001593645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270433,"about_ca_system_score_gemma":0.0008172908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006493623,"about_ca_topic_score_gemma":0.007671743,"domain_scores_codex":[0.9998844,0.00001873366,0.000007622944,0.00001913632,0.00005071073,0.00001940896],"domain_scores_gemma":[0.9998893,0.00002929297,0.00002058329,0.00001434494,0.00003799294,0.000008490348],"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":[0.00003918436,0.00003649905,0.001233809,0.0001058637,0.00002423153,0.0002588204,0.0000776547,0.9565349,0.01754116,0.01013208,0.0004445676,0.01357126],"study_design_scores_gemma":[0.000009936844,0.00005753772,0.001177102,0.00001672654,0.00001415729,0.0001089306,0.00003191252,0.9915514,0.002684078,0.001076214,0.003258447,0.00001365053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.22391,0.000446997,0.7231073,0.00009148991,0.00009704753,0.0001599214,0.001021702,0.0007653265,0.05040013],"genre_scores_gemma":[0.9244182,0.0005510098,0.03621461,0.00002964256,0.00001145605,0.00021845,0.0004933548,0.0001528543,0.03791037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007745738,"threshold_uncertainty_score":0.02591211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05328622310804568,"score_gpt":0.2187089538776257,"score_spread":0.16542273076958,"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."}}