{"id":"W2113869418","doi":"10.1177/0892705712456031","title":"Process and performance evaluation of ultrasonic, induction and resistance welding of advanced thermoplastic composites","year":2012,"lang":"en","type":"article","venue":"Journal of Thermoplastic Composite Materials","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Deutscher Akademischer Austauschdienst","keywords":"Materials science; Welding; Composite material; Ultrasonic welding; Electric resistance welding; Plastic welding; Thermoplastic; Heat-affected zone; Filler metal; Arc welding","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":[0.0005135175,0.000365137,0.0003827977,0.0004829666,0.0002336307,0.0002611082,0.0002256103,0.0003168227,0.000798327],"category_scores_gemma":[0.0006446117,0.0002064085,0.0003475869,0.0004742201,0.000212682,0.0002902995,0.0001800024,0.0002879018,0.0002234008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002706159,"about_ca_system_score_gemma":0.0002172097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008421647,"about_ca_topic_score_gemma":0.001257421,"domain_scores_codex":[0.9995309,0.00006959201,0.00003505846,0.00006994198,0.0002376747,0.00005682123],"domain_scores_gemma":[0.9995033,0.0001290407,0.0001172337,0.00005511164,0.0001520825,0.00004336179],"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":[0.0001410056,0.00004576999,0.0003746781,0.00007138227,0.00000642552,0.00002671457,0.00006055224,0.0005692237,0.9956404,0.00002291508,0.000009546608,0.003031439],"study_design_scores_gemma":[0.000004003285,0.0008840715,0.003292154,0.00000225133,0.00002212478,0.00003910778,0.00002376293,0.001221025,0.994263,0.000007314734,0.0002354871,0.000005594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971088,0.000594182,0.001721456,0.000007223443,0.000007894878,0.00001549994,0.00004910531,0.00002753476,0.0004683071],"genre_scores_gemma":[0.9960908,0.0004234114,0.002369621,0.000005228333,0.00000666738,0.00001962382,0.0001021825,0.00002046727,0.0009620664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008421647,"threshold_uncertainty_score":0.002715826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592933657416665,"score_gpt":0.2556056988338376,"score_spread":0.239676362259671,"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."}}