{"id":"W1559211729","doi":"10.4271/2010-01-0222","title":"Experimental Exploration of the Aluminum Tube Drawing Process for Producing Variable Wall Thickness Components used in Light Structural Applications","year":2010,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Université Laval","funders":"Université Laval","keywords":"Mandrel; Tube (container); Materials science; Sizing; Composite material; Deformation (meteorology); Lubrication; Process (computing); Mechanical engineering; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007012623,0.0004812626,0.0002762071,0.0004421445,0.0004197481,0.000418161,0.0006813919,0.0007695789,0.002468773],"category_scores_gemma":[0.001265394,0.0002561192,0.000287134,0.0006728144,0.0004443461,0.0005237153,0.000298196,0.0004930026,0.0006342615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002401672,"about_ca_system_score_gemma":0.0002580234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004762085,"about_ca_topic_score_gemma":0.0006197049,"domain_scores_codex":[0.9994305,0.00007153936,0.00002951753,0.0001105806,0.0002748222,0.00008297824],"domain_scores_gemma":[0.9990606,0.0002288589,0.0001865318,0.0001802649,0.0002857393,0.00005805606],"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":[0.0002948962,0.0002901559,0.0005617261,0.0002290507,0.000009642181,0.0001489826,0.0002682828,0.001203491,0.9891804,0.0003243134,0.0002622533,0.007226738],"study_design_scores_gemma":[0.00003251863,0.003171937,0.00395064,0.00001382383,0.00002302257,0.00009911801,0.0001145715,0.002751828,0.9872313,0.00006146364,0.002528726,0.0000210356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837493,0.000376199,0.01122033,0.00006156961,0.00006776061,0.0001397142,0.0004369729,0.0003278272,0.003620253],"genre_scores_gemma":[0.978853,0.0003289992,0.01735104,0.00002634552,0.00001818105,0.0001049112,0.0002635835,0.0001196665,0.002934287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002468773,"threshold_uncertainty_score":0.00825882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975446290496987,"score_gpt":0.2762341426554074,"score_spread":0.2564796797504376,"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."}}