{"id":"W2032767284","doi":"10.1007/s00170-004-2191-7","title":"Feasibility study of a new rapid tooling process","year":2005,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; National Research Council Canada; Atlantic Industries (Canada)","funders":"","keywords":"Materials science; Injection moulding; Process engineering; Metal powder; Process (computing); Shell (structure); New product development; Manufacturing engineering; Metal; Computer science; Composite material; Metallurgy; 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":[0.0001832191,0.0001003552,0.0001711226,0.0002606469,0.00003727201,0.00001753099,0.0006790712,0.00005029152,0.00003799893],"category_scores_gemma":[0.00006462193,0.00006932957,0.00004593196,0.00008275441,0.00003637255,0.000217435,0.000053248,0.0003140774,0.000001962484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008994294,"about_ca_system_score_gemma":0.00002982111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005018237,"about_ca_topic_score_gemma":0.00001952966,"domain_scores_codex":[0.9991326,0.000008009744,0.000408687,0.00007828738,0.0002596722,0.0001127595],"domain_scores_gemma":[0.9994228,0.00002828686,0.0001984725,0.0001419768,0.0001862559,0.00002221514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002318247,0.0001298161,0.0005000898,0.00002407954,0.0002050853,0.000007600186,0.001716373,0.7853382,0.008105203,0.00007422485,0.00009223332,0.2035752],"study_design_scores_gemma":[0.001354093,0.0003394809,0.0009556944,0.00008699506,0.00002594785,0.0002133886,0.002751016,0.0008369964,0.9839514,0.005753006,0.003599539,0.0001323967],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962795,0.000526893,0.001617918,0.0007120791,0.0005072805,0.0001062262,7.430626e-7,0.00009379919,0.0001555777],"genre_scores_gemma":[0.9979054,0.0001265054,0.001686405,0.00002569105,0.0001948667,0.000003130905,1.353072e-7,0.00001338623,0.00004446997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9758462,"threshold_uncertainty_score":0.2827178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869727623897204,"score_gpt":0.2766846751960766,"score_spread":0.2579873989571046,"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."}}