{"id":"W1590866186","doi":"10.4271/2002-01-2034","title":"Tube Formability Assessment for Tube Hydroforming","year":2002,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Division of Materials Research","keywords":"Hydroforming; Formability; Tube (container); Materials science; Metallurgy; Composite material","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001162615,0.001046612,0.001217779,0.0003418697,0.0005122671,0.0001589988,0.001177237,0.00103363,0.00116379],"category_scores_gemma":[0.0007614311,0.0009628618,0.0008105384,0.0007970597,0.0005855115,0.001166129,0.000318394,0.00140434,0.0001291578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000840131,"about_ca_system_score_gemma":0.0000397291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001184772,"about_ca_topic_score_gemma":0.005049577,"domain_scores_codex":[0.9945663,0.00009227759,0.001734099,0.001134421,0.001055536,0.001417327],"domain_scores_gemma":[0.996487,0.0008027843,0.0001949453,0.001879657,0.0001616258,0.0004740323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007548875,0.0003188687,0.0001542421,0.0002581772,0.00007517731,0.00001085228,0.00003482994,0.0002232966,0.9393001,0.03019541,0.006913815,0.02243977],"study_design_scores_gemma":[0.001617423,0.002148298,0.7281575,0.0003634016,0.0001891202,0.0001142749,0.00006944661,0.00007749943,0.00300723,0.0254666,0.236655,0.002134229],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7358966,0.0007783065,0.0001710302,0.002589231,0.001022458,0.005644606,0.0002638387,0.0235671,0.2300668],"genre_scores_gemma":[0.9685198,0.0002944891,0.0280823,0.0007292685,0.0002028881,0.001285965,0.00007926779,0.0002552597,0.0005507293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9362928,"threshold_uncertainty_score":0.9997493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0189238346074813,"score_gpt":0.272052353709589,"score_spread":0.2531285191021077,"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."}}