{"id":"W2064103617","doi":"10.1080/10910344.2010.503455","title":"CURRENT STATUS AND FUTURE DIRECTION IN THE NUMERICAL MODELING AND SIMULATION OF MACHINING PROCESSES: A CRITICAL LITERATURE REVIEW","year":2010,"lang":"en","type":"article","venue":"Machining Science and Technology","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; National Research Council Canada","funders":"","keywords":"Constitutive equation; Finite element method; Machining; Mechanical engineering; Interface (matter); Process (computing); Chip formation; Computer science; Tool wear; Engineering; Materials science; Structural 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":[0.0004049662,0.0001011433,0.0001417293,0.0002301562,0.0001603171,0.00005725917,0.00009911825,0.00007592822,8.117385e-7],"category_scores_gemma":[0.0007384351,0.00007426784,0.000005320579,0.001212319,0.0002151509,0.0003313565,0.00004490704,0.0005069065,5.176438e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007447646,"about_ca_system_score_gemma":0.00003013066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002169142,"about_ca_topic_score_gemma":0.000006096586,"domain_scores_codex":[0.9992757,0.00001091224,0.0001685312,0.0002181273,0.0001380614,0.0001886725],"domain_scores_gemma":[0.9996302,0.00008261309,0.00003134029,0.0001004208,0.000122036,0.00003341287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001002115,0.00003610941,0.007935001,0.003493313,0.000003919225,0.000003304533,0.00349143,0.07863239,0.0009509497,0.00971568,0.000002240109,0.8957257],"study_design_scores_gemma":[0.0001024885,0.00003535664,0.0003757935,0.0006192503,0.00001046342,0.00003669708,0.0001917889,0.9957908,0.00002465265,0.001959254,0.0007553298,0.00009812562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6746596,0.2427592,0.07861608,0.002382219,0.0005082489,0.0004563214,0.000009417814,0.000330259,0.0002786848],"genre_scores_gemma":[0.9690773,0.0274802,0.003349737,0.00004076543,0.00002923811,0.00001293198,0.000002513548,0.00000716653,1.699816e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9171584,"threshold_uncertainty_score":0.3028555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006104714214915646,"score_gpt":0.2930989397377383,"score_spread":0.2869942255228226,"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."}}