{"id":"W49859463","doi":"","title":"ENERGY MODEL BASED CONTROL FOR FORMING PROCESSES","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Control (management); Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000349915,0.0004269663,0.0007874888,0.0003513041,0.0003665509,0.001045682,0.0007415381,0.0006336452,0.008471314],"category_scores_gemma":[0.001186331,0.0002160726,0.0003885656,0.0003137301,0.0004098391,0.0007683983,0.0005275098,0.0005181889,0.0008834015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004424559,"about_ca_system_score_gemma":0.0004929878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003856272,"about_ca_topic_score_gemma":0.003909782,"domain_scores_codex":[0.999737,0.0000630026,0.000007808574,0.00003968154,0.0001269674,0.00002559151],"domain_scores_gemma":[0.999757,0.00007956387,0.00002559627,0.00002612323,0.00009895568,0.00001277823],"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":[0.0001450417,0.00006386614,0.000294374,0.00009197855,0.00003003869,0.00005105935,0.00003316857,0.9199989,0.005176812,0.01187541,0.002715148,0.05952414],"study_design_scores_gemma":[0.00000627391,0.00001802168,0.0001071904,0.000002635472,0.000002738759,0.000005290598,0.00000389385,0.9961307,0.0008255441,0.002181066,0.0007131867,0.000003482508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05490356,0.0005567414,0.9063933,0.0007347809,0.0005025023,0.00008937623,0.0001081102,0.0007312789,0.03598021],"genre_scores_gemma":[0.9628506,0.0001927833,0.02059354,0.00006097017,0.00003487632,0.00004022057,0.00008128964,0.0001103716,0.01603527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008471314,"threshold_uncertainty_score":0.02833933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191979072659924,"score_gpt":0.1936903156565816,"score_spread":0.1817705249299824,"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."}}