{"id":"W2174558545","doi":"10.1179/136217104225021562","title":"Improving vibration weld joint strength through process and equipment modifications","year":2004,"lang":"en","type":"article","venue":"Science and Technology of Welding & Joining","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Welding; Materials science; Composite material; Perpendicular; Thermoplastic; Vibration; Joint (building); Butt welding; Glass fiber; Structural 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007322978,0.0006927196,0.000471149,0.0004720933,0.0001844819,0.0004138693,0.0005465468,0.0005231328,0.001616217],"category_scores_gemma":[0.001098501,0.0003270591,0.0004531186,0.000360855,0.0002135745,0.0004021052,0.0003419769,0.0004730609,0.0003675121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015534,"about_ca_system_score_gemma":0.0001802974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002866042,"about_ca_topic_score_gemma":0.0005475241,"domain_scores_codex":[0.9995167,0.00004330444,0.0000619436,0.0001172742,0.0001839873,0.00007680937],"domain_scores_gemma":[0.9993786,0.0001691377,0.0002066903,0.0001017791,0.0001085443,0.00003529969],"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":[0.00009061914,0.00005529388,0.0003119006,0.0001314853,0.00001040575,0.0000383665,0.00003371374,0.0006865935,0.9930676,0.00003357042,0.00001192315,0.005528571],"study_design_scores_gemma":[0.000009420906,0.0008414394,0.00345355,0.000005245039,0.00004697116,0.00007921922,0.00001500331,0.0007647771,0.9939408,0.00001662006,0.0008177691,0.000009214948],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812425,0.0009919823,0.01644481,0.00002606667,0.00004854121,0.00008436361,0.00006520221,0.0002404643,0.0008560658],"genre_scores_gemma":[0.9827278,0.0005795939,0.0150965,0.00002068084,0.0000144238,0.00004748844,0.0001087655,0.00006585501,0.001338869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001616217,"threshold_uncertainty_score":0.005406737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830372916772897,"score_gpt":0.2542999625345947,"score_spread":0.2359962333668657,"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."}}