{"id":"W2464720742","doi":"10.1002/srin.200505988","title":"Innovative Flexible Metal Forming Processes based on Hybrid Thermo‐Mechanical Interaction","year":2005,"lang":"en","type":"article","venue":"steel research international","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forming Technologies (Canada)","funders":"","keywords":"Gradation; Formability; Materials science; Forming processes; Process (computing); Thermal; Property (philosophy); Mechanical engineering; Reduction (mathematics); Sheet metal; Material properties; Residual stress; Structural engineering; Composite material; Computer science; Engineering; Geometry; Mathematics","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":[0.0001274205,0.0003157191,0.0003183748,0.0001589998,0.0001651446,0.0003448144,0.0005790151,0.0003950839,0.00123906],"category_scores_gemma":[0.0001568475,0.0002400942,0.0003001936,0.0001473722,0.0003811382,0.0003343733,0.0004979757,0.0002844062,0.0002993993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396036,"about_ca_system_score_gemma":0.0001096116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625898,"about_ca_topic_score_gemma":0.0002516967,"domain_scores_codex":[0.9998924,0.00001235651,0.000004395197,0.00002078122,0.00005294559,0.00001714096],"domain_scores_gemma":[0.9999467,0.0000187408,0.000008296534,0.00001666752,0.000004498813,0.00000504574],"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":[0.0001079725,0.0001006991,0.0004084327,0.0001932446,0.00004174241,0.000278281,0.0002464551,0.1037032,0.8152218,0.02139234,0.0004850022,0.05782079],"study_design_scores_gemma":[0.00007386293,0.0005066231,0.001405963,0.0000260577,0.00003492697,0.0006974281,0.00004607221,0.7158435,0.2562215,0.007346241,0.01772938,0.00006852378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2095633,0.0006834427,0.7772053,0.00007720539,0.0001062997,0.0001368254,0.0000429809,0.001216854,0.01096766],"genre_scores_gemma":[0.784471,0.0003274394,0.2115361,0.00003898957,0.00001844868,0.0001296026,0.00004698436,0.00009200775,0.003339487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00123906,"threshold_uncertainty_score":0.004145086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08818902491442968,"score_gpt":0.4041860204510609,"score_spread":0.3159969955366312,"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."}}