{"id":"W1997123876","doi":"10.1002/pen.20068","title":"Vibration welding of nylon 6 to nylon 66","year":2004,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Material Properties and Processing","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Royal Military College of Canada","funders":"AUTO21 Network of Centres of Excellence","keywords":"Welding; Materials science; Nylon 6; Composite material; Nylon 66; Ultimate tensile strength; Vibration; Friction welding; Polymer; Izod impact strength test","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001158195,0.00007550727,0.00008171593,0.0001112353,0.00005913857,0.00006315282,0.00009408078,0.00002023239,0.000005955325],"category_scores_gemma":[0.00001840103,0.00006921985,0.000009523407,0.0002785399,0.00003130626,0.0002155803,0.00002791933,0.00003838468,0.000002773819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000213831,"about_ca_system_score_gemma":0.00001414801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003958604,"about_ca_topic_score_gemma":9.515653e-7,"domain_scores_codex":[0.9994801,0.000001117145,0.0001113847,0.0001107999,0.0001179706,0.0001786589],"domain_scores_gemma":[0.9998109,0.000005003751,0.000009257021,0.00007980865,0.00001499145,0.00008000704],"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":[0.000001524041,0.000001653089,0.00001224286,0.00006750315,0.000001270196,3.340612e-7,0.0004472484,0.1875132,0.808696,0.000404595,0.000001705226,0.002852659],"study_design_scores_gemma":[0.00006779637,0.00002553066,0.0003575341,0.00008473075,0.000002249608,0.000004147183,0.00002336663,0.0339902,0.9651858,0.00002456837,0.0001264189,0.000107676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715681,0.0007381078,0.02658696,0.00006977296,0.0003359737,0.00003996378,0.000001096236,0.0001145529,0.0005454361],"genre_scores_gemma":[0.997915,0.00001688576,0.00198115,0.00001845016,0.00004276981,0.000002922317,2.082467e-7,0.000009824981,0.00001283019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564897,"threshold_uncertainty_score":0.2822704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006142958660665521,"score_gpt":0.1857360753694123,"score_spread":0.1795931167087468,"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."}}