{"id":"W1971163657","doi":"10.1177/0021998311412986","title":"Metal mesh heating element size effect in resistance welding of thermoplastic composites","year":2011,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University; École de Technologie Supérieure","funders":"","keywords":"Materials science; Composite material; Thermoplastic; Welding; Metal; Heating element; 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":[0.001020408,0.0002572943,0.0009122358,0.0002002511,0.00003355768,0.00004312533,0.0003802044,0.0000823091,0.0002671817],"category_scores_gemma":[0.00007400224,0.0002184764,0.0001463203,0.0001708788,0.00003401107,0.0002111124,0.00006344904,0.0001535709,0.000006440732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008223432,"about_ca_system_score_gemma":0.00001267316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009366573,"about_ca_topic_score_gemma":0.000002970158,"domain_scores_codex":[0.9975913,0.0002479776,0.001367641,0.0001244234,0.0003749408,0.0002936988],"domain_scores_gemma":[0.9985515,0.0006049866,0.0004451575,0.0002018524,0.00009636296,0.0001001642],"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":[0.0004034033,0.00008124662,0.001722118,0.0002176633,0.000102819,0.00005619376,0.0002471987,0.0007240727,0.9960802,0.0001938165,0.00001841196,0.0001528886],"study_design_scores_gemma":[0.0009344114,0.0003555232,0.01399214,0.0006693326,0.0001236106,0.00002321268,0.0000134952,0.00009692382,0.9832391,0.0003419722,0.0000198196,0.0001904403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970745,0.0005971706,0.0008446393,0.0000120424,0.0006606808,0.0002045596,0.00001229466,0.00003965751,0.0005544269],"genre_scores_gemma":[0.9886358,0.00004223236,0.01117372,0.00001090616,0.00008131518,0.000006132226,0.000001583891,0.00004115049,0.000007113023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01284105,"threshold_uncertainty_score":0.8909211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325835401415999,"score_gpt":0.2298152571234569,"score_spread":0.216556903109297,"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."}}