{"id":"W2000933343","doi":"10.1115/1.1395020","title":"Stamping Blank Optimal Layout and Coil Slitting Widths for Single and Multiple Blanks","year":2000,"lang":"en","type":"article","venue":"Journal of Engineering Materials and Technology","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Blank; Stamping; STRIPS; Electromagnetic coil; Die (integrated circuit); Scrap; Mechanical engineering; Raw material; Engineering drawing; Engineering; Materials science; Composite material; Electrical engineering","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":[0.000171187,0.0001243774,0.0002589461,0.0001736402,0.00004097835,0.00007611797,0.00005128978,0.0001361254,0.00002199173],"category_scores_gemma":[0.00007034516,0.000118056,0.00001438809,0.00007277483,0.00003171244,0.00009917953,0.00001797105,0.00009330562,3.486272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001197572,"about_ca_system_score_gemma":0.000004355763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001490345,"about_ca_topic_score_gemma":3.295779e-7,"domain_scores_codex":[0.9993893,0.000004828054,0.0002981667,0.00008786186,0.0000423571,0.0001775164],"domain_scores_gemma":[0.9997298,0.00006563598,0.00005739279,0.00005825275,0.00003927123,0.00004966442],"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":[0.00004136176,0.0000201169,0.000595203,0.0005377745,0.0001126193,0.00001635918,0.0003098633,0.1603809,0.8211725,0.0003830949,0.00006757037,0.01636264],"study_design_scores_gemma":[0.007580079,0.001576483,0.001532764,0.001427273,0.0002202554,0.002865493,0.0003486788,0.4024866,0.5445114,0.000862752,0.03514478,0.00144336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922122,0.0008843364,0.006325181,0.0001092744,0.0001977938,0.00008620534,0.00001309327,0.0001290789,0.00004284247],"genre_scores_gemma":[0.9778254,0.0005431636,0.0214931,0.000008786894,0.00008116657,0.000002658553,0.000001642412,0.00002848485,0.00001561577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.276661,"threshold_uncertainty_score":0.4814183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006038137746723978,"score_gpt":0.1810633561178239,"score_spread":0.1750252183710999,"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."}}