{"id":"W2135683075","doi":"10.5267/j.ijiec.2013.04.003","title":"Application of desirability function for optimizing the performance characteristics of carbonitrided bushes","year":2013,"lang":"en","type":"article","venue":"International Journal of Industrial Engineering Computations","topic":"Optimal Experimental Design Methods","field":"Decision Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Response surface methodology; Function (biology); Variable (mathematics); Product (mathematics); Mathematical optimization; Hardness; Surface (topology); Materials science; Computer science; Process engineering; Mathematics; Statistics; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888152,0.00009157026,0.000257971,0.0002891828,0.00004012014,0.00007557871,0.0006074815,0.00006476491,0.00001759307],"category_scores_gemma":[0.00287824,0.00006570921,0.0001525278,0.0003195226,0.00006202488,0.0003581039,0.00004591109,0.0001678543,0.000001992152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007728515,"about_ca_system_score_gemma":0.0001056272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002091732,"about_ca_topic_score_gemma":1.477925e-7,"domain_scores_codex":[0.9977525,0.00008054062,0.001218684,0.0001082395,0.0007516844,0.00008830822],"domain_scores_gemma":[0.9940404,0.002384183,0.001044976,0.0001484063,0.002337718,0.00004434784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001835912,0.0001089435,0.006374147,0.000007963679,0.0001563963,2.218097e-7,0.0002888355,0.8060001,0.07588068,0.001347612,0.0001393727,0.1095121],"study_design_scores_gemma":[0.001034442,0.0003509828,0.04167762,0.00007989453,0.00004621177,0.00001831151,0.0002812647,0.920156,0.03446908,0.001438739,0.0003351512,0.0001122706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.476863,0.00001705132,0.5218862,0.0001714282,0.0008362394,0.0001986647,0.000009024811,0.000004397077,0.00001397233],"genre_scores_gemma":[0.9384704,0.000003231207,0.06116346,0.00001144396,0.0003162309,0.00001688819,0.000003866309,0.000007966268,0.000006485578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4616074,"threshold_uncertainty_score":0.344573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164876662519134,"score_gpt":0.3698494016880249,"score_spread":0.2533617354361115,"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."}}