{"id":"W2005825669","doi":"10.1002/pen.20351","title":"Fatigue strength of vibration‐welded unreinforced nylon butt joints","year":2005,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"Division of Materials Research","keywords":"Welding; Materials science; Fatigue limit; Composite material; Vibration; Butt joint; Nylon 6; Polymer; Metallurgy","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":[0.0001468212,0.000118098,0.000135551,0.0001523032,0.00005319856,0.0000392235,0.0001927006,0.00003636574,0.00003193918],"category_scores_gemma":[0.00004117149,0.0001162636,0.00002469049,0.0003164423,0.00006210196,0.0002855028,0.00003889423,0.0001104783,0.000005543456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002249293,"about_ca_system_score_gemma":0.00001460113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006754166,"about_ca_topic_score_gemma":7.943348e-7,"domain_scores_codex":[0.9991753,0.000003582437,0.0002056818,0.0001430082,0.0002354855,0.0002369499],"domain_scores_gemma":[0.9995919,0.00004693968,0.00002015881,0.0001810845,0.00002479843,0.0001351075],"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":[9.921362e-7,0.000005236906,0.00006169453,0.00001999902,0.000003525234,3.754287e-7,0.0001268014,0.041788,0.9508537,0.002167455,0.000009045349,0.004963175],"study_design_scores_gemma":[0.0000816112,0.00001469996,0.0008859988,0.00002134205,0.000004518006,0.000002869589,0.000005394816,0.3497927,0.6490502,0.000003375966,0.00004277478,0.00009442401],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735121,0.0004535406,0.02503196,0.00004769341,0.0001687949,0.00006024789,0.000003664661,0.0002151249,0.0005068475],"genre_scores_gemma":[0.9950584,0.00001745789,0.004812246,0.00001018405,0.00003620125,0.000004741345,0.000001237163,0.00001220382,0.00004730881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3080047,"threshold_uncertainty_score":0.4741091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322574260847654,"score_gpt":0.227017899608341,"score_spread":0.2137921569998644,"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."}}